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OTA-2024, OTA-2070: Add eval test cases for cluster-update skills - #34

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OTA-2024, OTA-2070: Add eval test cases for cluster-update skills#34
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jhadvig:jhadvig/ota-2024-cluster-update-evals

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@jhadvig

@jhadvig jhadvig commented Jul 7, 2026

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Summary

  • Add eval test cases for update-advisor (5 cases) and product-lifecycle (7 cases), bringing cluster-update eval coverage from 0 to 12 test cases
  • Cherry-picked from closed PR product-lifecycle: Add plc_lookup.py CLI, migrate to v2 API #13 with fixes for bugs and stale references
  • Eval-only PR — no SKILL.md or skill code changes

What changed

Salvaged eval files from #13 (closed) with these fixes applied:

  • Fix decision enum - cautionwarn to match the decision matrix in update-advisor/SKILL.md
  • Fix PLCC acronym - replaced with "Product Life Cycle API" in system prompts (per OTA-1963: skills: Add cluster-update skills (update-advisor, product-lifecycle) #6 review feedback)
  • Make product-lifecycle tests tool-agnostic - removed plc_lookup.py references from schema descriptions since the CLI doesn't exist on main yet (PR B scope)
  • Rewrite README ground truth - uses curl/jq commands matching the current v1 SKILL.md instead of plc_lookup.py

Test scenarios

update-advisor (5 cases covering the full decision matrix):

Test Scenario Expected
advisor_healthy_cluster_recommend All 9 CVO checks pass recommend
advisor_degraded_operator_warn 1 degraded operator warn
advisor_api_deprecation_block Removed API with active usage block
advisor_etcd_unhealthy_block etcd member not ready block
advisor_errored_checks_escalate 7/9 checks errored escalate

product-lifecycle (7 cases covering PLC API queries):

Test Scenario Expected
plc_proposal_olm_batch_check Batch check 5 OLM operators 3 without lifecycle data
plc_cluster_logging_supported cluster-logging on OCP 4.21 supported, compatible
plc_web_terminal_compat_check web-terminal on OCP 4.21 no supported version
plc_compliance_operator_status compliance-operator v1.9 supported
plc_ocp_platform_status OCP 4.21 lifecycle supported
plc_ocp_old_version_extended OCP 4.14 lifecycle extended
plc_batch_known_operators_only 2 known operators check both found, none EOL

Test plan

  • Verify test discovery: python3 -m pytest evals/ --collect-only -k "update-advisor or product-lifecycle" shows 12 cases
  • Run update-advisor evals: bash evals/run.sh -k "update-advisor"
  • Run product-lifecycle evals: bash evals/run.sh -k "product-lifecycle"
  • Verify workspace symlinks resolve: ls evals/workspace/skills/{update-advisor,product-lifecycle}/SKILL.md

/cc @wking

🤖 Generated with Claude Code

@openshift-ci
openshift-ci Bot requested a review from wking July 7, 2026 10:04
@openshift-ci-robot openshift-ci-robot added the jira/valid-reference Indicates that this PR references a valid Jira ticket of any type. label Jul 7, 2026
@openshift-ci-robot

openshift-ci-robot commented Jul 7, 2026

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@jhadvig: This pull request references OTA-2024 which is a valid jira issue.

Warning: The referenced jira issue has an invalid target version for the target branch this PR targets: expected the task to target either version "5.0." or "openshift-5.0.", but it targets "openshift-5.1" instead.

Details

In response to this:

Summary

  • Add eval test cases for update-advisor (5 cases) and product-lifecycle (7 cases), bringing cluster-update eval coverage from 0 to 12 test cases
  • Cherry-picked from closed PR product-lifecycle: Add plc_lookup.py CLI, migrate to v2 API #13 with fixes for bugs and stale references
  • Eval-only PR — no SKILL.md or skill code changes

What changed

Salvaged eval files from #13 (closed) with these fixes applied:

  • Fix decision enum - cautionwarn to match the decision matrix in update-advisor/SKILL.md
  • Fix PLCC acronym - replaced with "Product Life Cycle API" in system prompts (per OTA-1963: skills: Add cluster-update skills (update-advisor, product-lifecycle) #6 review feedback)
  • Make product-lifecycle tests tool-agnostic - removed plc_lookup.py references from schema descriptions since the CLI doesn't exist on main yet (PR B scope)
  • Rewrite README ground truth - uses curl/jq commands matching the current v1 SKILL.md instead of plc_lookup.py

Test scenarios

update-advisor (5 cases covering the full decision matrix):

Test Scenario Expected
advisor_healthy_cluster_recommend All 9 CVO checks pass recommend
advisor_degraded_operator_warn 1 degraded operator warn
advisor_api_deprecation_block Removed API with active usage block
advisor_etcd_unhealthy_block etcd member not ready block
advisor_errored_checks_escalate 7/9 checks errored escalate

product-lifecycle (7 cases covering PLC API queries):

Test Scenario Expected
plc_proposal_olm_batch_check Batch check 5 OLM operators 3 without lifecycle data
plc_cluster_logging_supported cluster-logging on OCP 4.21 supported, compatible
plc_web_terminal_compat_check web-terminal on OCP 4.21 no supported version
plc_compliance_operator_status compliance-operator v1.9 supported
plc_ocp_platform_status OCP 4.21 lifecycle supported
plc_ocp_old_version_extended OCP 4.14 lifecycle extended
plc_batch_known_operators_only 2 known operators check both found, none EOL

Test plan

  • Verify test discovery: python3 -m pytest evals/ --collect-only -k "update-advisor or product-lifecycle" shows 12 cases
  • Run update-advisor evals: bash evals/run.sh -k "update-advisor"
  • Run product-lifecycle evals: bash evals/run.sh -k "product-lifecycle"
  • Verify workspace symlinks resolve: ls evals/workspace/skills/{update-advisor,product-lifecycle}/SKILL.md

/cc @wking

🤖 Generated with Claude Code

Instructions for interacting with me using PR comments are available here. If you have questions or suggestions related to my behavior, please file an issue against the openshift-eng/jira-lifecycle-plugin repository.

@openshift-ci

openshift-ci Bot commented Jul 7, 2026

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[APPROVALNOTIFIER] This PR is NOT APPROVED

This pull-request has been approved by: jhadvig
Once this PR has been reviewed and has the lgtm label, please assign mrunalp for approval. For more information see the Code Review Process.

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@jrangelramos

jrangelramos commented Jul 8, 2026

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evals manual execution against update-advisor tests with anthropic provider

Expand. Execution logs
bash evals/run.sh -k "update-advisor" --timeout=600
Starting provider containers...
  claude: port 18080 (container 2b18ae304bc3)
Waiting for servers...
  claude: ready

Running evals...
/usr/lib/python3.14/site-packages/pytest_asyncio/plugin.py:211: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

  warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
=============================================================================================== test session starts ================================================================================================
platform linux -- Python 3.14.3, pytest-8.3.5, pluggy-1.6.0 -- /usr/bin/python3
cachedir: .pytest_cache
rootdir: /home/jeramos/pixaa/test/test5-rename/agentic-skills/evals
configfile: pytest.ini
plugins: anyio-4.12.1, asyncio-1.1.0, xdist-3.7.0, timeout-2.4.0
asyncio: mode=Mode.AUTO, asyncio_default_fixture_loop_scope=None, asyncio_default_test_loop_scope=function
timeout: 600.0s
timeout method: signal
timeout func_only: False
collected 228 items / 198 deselected / 30 selected                                                                                                                                                                 

evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_healthy_cluster_recommend] PASSED                                                                                                        [  3%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_degraded_operator_warn] PASSED                                                                                                           [  6%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_api_deprecation_block] PASSED                                                                                                            [ 10%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_etcd_unhealthy_block] PASSED                                                                                                             [ 13%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_errored_checks_escalate] PASSED                                                                                                          [ 16%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for gemini)                                                                                [ 20%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for gemini)                                                                                   [ 23%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for gemini)                                                                                    [ 26%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for gemini)                                                                                     [ 30%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for gemini)                                                                                  [ 33%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for openai)                                                                                [ 36%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for openai)                                                                                   [ 40%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for openai)                                                                                    [ 43%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for openai)                                                                                     [ 46%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for openai)                                                                                  [ 50%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-claude)                                                          [ 53%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-claude)                                                             [ 56%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-claude)                                                              [ 60%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-claude)                                                               [ 63%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-claude)                                                            [ 66%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-gemini)                                                          [ 70%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-gemini)                                                             [ 73%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-gemini)                                                              [ 76%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-gemini)                                                               [ 80%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-gemini)                                                            [ 83%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-openai)                                                          [ 86%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-openai)                                                             [ 90%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-openai)                                                              [ 93%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-openai)                                                               [ 96%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-openai)                                                            [100%]

============================================================================ 5 passed, 25 skipped, 198 deselected in 474.42s (0:07:54) =============================================================================
eval-claude

@jrangelramos

jrangelramos commented Jul 8, 2026

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evals manual test run for product-lifecycle skill. 4 pass, 3 failures

Expand. Execution logs
bash evals/run.sh -k "product-lifecycle" --timeout=600
Starting provider containers...
  claude: port 18080 (container d67b5bfc39fa)
Waiting for servers...
  claude: ready

Running evals...
/usr/lib/python3.14/site-packages/pytest_asyncio/plugin.py:211: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

  warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
=============================================================================================== test session starts ================================================================================================
platform linux -- Python 3.14.3, pytest-8.3.5, pluggy-1.6.0 -- /usr/bin/python3
cachedir: .pytest_cache
rootdir: /home/jeramos/pixaa/test/test-jakub/agentic-skills/evals
configfile: pytest.ini
plugins: anyio-4.12.1, asyncio-1.1.0, xdist-3.7.0, timeout-2.4.0
asyncio: mode=Mode.AUTO, asyncio_default_fixture_loop_scope=None, asyncio_default_test_loop_scope=function
timeout: 600.0s
timeout method: signal
timeout func_only: False
collected 228 items / 186 deselected / 42 selected                                                                                                                                                                 

evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_proposal_olm_batch_check] FAILED                                                                                                          [  2%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_cluster_logging_supported] PASSED                                                                                                         [  4%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_web_terminal_compat_check] PASSED                                                                                                         [  7%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_compliance_operator_status] PASSED                                                                                                        [  9%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_platform_status] FAILED                                                                                                               [ 11%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_old_version_extended] PASSED                                                                                                          [ 14%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_batch_known_operators_only] FAILED                                                                                                        [ 16%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for gemini)                                                                                  [ 19%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for gemini)                                                                                 [ 21%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for gemini)                                                                                 [ 23%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for gemini)                                                                                [ 26%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for gemini)                                                                                       [ 28%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for gemini)                                                                                  [ 30%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for gemini)                                                                                [ 33%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for openai)                                                                                  [ 35%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for openai)                                                                                 [ 38%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for openai)                                                                                 [ 40%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for openai)                                                                                [ 42%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for openai)                                                                                       [ 45%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for openai)                                                                                  [ 47%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for openai)                                                                                [ 50%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-claude)                                                            [ 52%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-claude)                                                           [ 54%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-claude)                                                           [ 57%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-claude)                                                          [ 59%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-claude)                                                                 [ 61%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-claude)                                                            [ 64%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-claude)                                                          [ 66%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-gemini)                                                            [ 69%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-gemini)                                                           [ 71%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-gemini)                                                           [ 73%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-gemini)                                                          [ 76%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-gemini)                                                                 [ 78%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-gemini)                                                            [ 80%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-gemini)                                                          [ 83%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-openai)                                                            [ 85%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-openai)                                                           [ 88%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-openai)                                                           [ 90%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-openai)                                                          [ 92%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-openai)                                                                 [ 95%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-openai)                                                            [ 97%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-openai)                                                          [100%]

===================================================================================================== FAILURES =====================================================================================================
________________________________________________________________________ test_skill[claude-product-lifecycle-plc_proposal_olm_batch_check] _________________________________________________________________________

provider_name = 'claude', eval_runner = <function eval_runner.<locals>._run at 0x7fb17dea45c0>, eval_workspace = PosixPath('/home/jeramos/pixaa/test/test-jakub/agentic-skills/.eval-workspaces/output-claude')
skill_name = 'product-lifecycle', case_name = 'plc_proposal_olm_batch_check'
query = 'Current version: OCP 4.21.5\nTarget version: OCP 4.21.16\nChannel: stable-4.21\nUpdate type: Patch\nUpdate path: Reco...nfor ALL 5 operators against OCP 4.21. Report how many operators have\nlifecycle data available and how many do not.\n'
output_schema = {'properties': {'olm_check_ran': {'description': "Whether OLM operator lifecycle checks were performed using the 'prod...heck_ran', 'operators_checked', 'operators_with_lifecycle_data', 'operators_without_lifecycle_data'], 'type': 'object'}
expected = {'olm_check_ran': True, 'operators_checked': 5, 'operators_without_lifecycle_data': 3}
system_prompt = 'You are an OpenShift upgrade advisor. Analyze the cluster readiness\ndata in the proposal request and produce an upgr...duct Life Cycle API\nalongside the OLM data.\n\nDo not guess or assume cluster state. Do not execute upgrade commands.'
verify_fn = None

    @pytest.mark.eval
    @pytest.mark.asyncio
    @pytest.mark.parametrize(
        "skill_name,case_name,query,output_schema,expected,system_prompt,verify_fn",
        _discover_test_cases(),
    )
    async def test_skill(
        provider_name: str,
        eval_runner: Callable[..., RunResult],
        eval_workspace: Path,
        skill_name: str,
        case_name: str,
        query: str,
        output_schema: dict,
        expected: dict[str, Any],
        system_prompt: str,
        verify_fn: Callable[..., None] | None,
    ) -> None:
        result = await eval_runner(
            query=query,
            system_prompt=system_prompt,
            output_schema=output_schema,
        )
    
        assert result.error is None, (
            f"{provider_name}/{skill_name}/{case_name} errored: {result.error}"
        )
    
        jsonschema.validate(result.raw, output_schema)
    
        # Custom verification — delegates to the skill's verify.py function
        if verify_fn is not None:
            verify_fn(result.raw, eval_workspace, provider_name)
            return
    
        # Static field matching — asserts each expected field matches exactly
        for field, expected_value in expected.items():
            actual = result.raw.get(field)
            assert actual is not None, (
                f"{case_name}: field '{field}' missing from response. "
                f"Got: {json.dumps(result.raw, indent=2)[:500]}"
            )
            if isinstance(expected_value, list):
                assert sorted(actual) == sorted(expected_value), (
                    f"{case_name}: field '{field}' expected {expected_value}, got {actual}"
                )
            else:
>               assert actual == expected_value, (
                    f"{case_name}: field '{field}' expected {expected_value}, got {actual}"
                )
E               AssertionError: plc_proposal_olm_batch_check: field 'operators_without_lifecycle_data' expected 3, got 1
E               assert 1 == 3

evals/skills/test_eval.py:152: AssertionError
___________________________________________________________________________ test_skill[claude-product-lifecycle-plc_ocp_platform_status] ___________________________________________________________________________

provider_name = 'claude', eval_runner = <function eval_runner.<locals>._run at 0x7fb17f406fb0>, eval_workspace = PosixPath('/home/jeramos/pixaa/test/test-jakub/agentic-skills/.eval-workspaces/output-claude')
skill_name = 'product-lifecycle', case_name = 'plc_ocp_platform_status'
query = 'Before upgrading from OCP 4.21.5 to 4.21.16, verify that the target OCP version 4.21 is still in full support.\nUse t...roduct-lifecycle skill to look up "Red Hat OpenShift Container Platform" and check version 4.21\'s lifecycle status.\n'
output_schema = {'properties': {'product_found': {'description': "Whether OCP was found in the PLC API. Use the 'product-lifecycle' sk...'end-of-maintenance', 'eol', 'unknown'], 'type': 'string'}}, 'required': ['product_found', 'status'], 'type': 'object'}
expected = {'product_found': True, 'status': 'supported'}
system_prompt = 'You are an OpenShift upgrade advisor. Analyze the cluster readiness\ndata in the proposal request and produce an upgr...duct Life Cycle API\nalongside the OLM data.\n\nDo not guess or assume cluster state. Do not execute upgrade commands.'
verify_fn = None

    @pytest.mark.eval
    @pytest.mark.asyncio
    @pytest.mark.parametrize(
        "skill_name,case_name,query,output_schema,expected,system_prompt,verify_fn",
        _discover_test_cases(),
    )
    async def test_skill(
        provider_name: str,
        eval_runner: Callable[..., RunResult],
        eval_workspace: Path,
        skill_name: str,
        case_name: str,
        query: str,
        output_schema: dict,
        expected: dict[str, Any],
        system_prompt: str,
        verify_fn: Callable[..., None] | None,
    ) -> None:
        result = await eval_runner(
            query=query,
            system_prompt=system_prompt,
            output_schema=output_schema,
        )
    
>       assert result.error is None, (
            f"{provider_name}/{skill_name}/{case_name} errored: {result.error}"
        )
E       AssertionError: claude/product-lifecycle/plc_ocp_platform_status errored: 
E       assert '' is None
E        +  where '' = RunResult(provider='claude', success=False, summary='', raw={}, latency_seconds=300.1059574498795, error='').error

evals/skills/test_eval.py:129: AssertionError
_______________________________________________________________________ test_skill[claude-product-lifecycle-plc_batch_known_operators_only] ________________________________________________________________________

provider_name = 'claude', eval_runner = <function eval_runner.<locals>._run at 0x7fb17dd82400>, eval_workspace = PosixPath('/home/jeramos/pixaa/test/test-jakub/agentic-skills/.eval-workspaces/output-claude')
skill_name = 'product-lifecycle', case_name = 'plc_batch_known_operators_only'
query = "From a proposal's readiness data, two operators need lifecycle verification:\n1. cluster-logging (package: cluster-lo...o check lifecycle status for these 2 operators against OCP 4.21. Are both products found? Is either one end-of-life?\n"
output_schema = {'properties': {'any_eol': {'description': 'Whether any version of either operator that is compatible with OCP 4.21 is...ct-lifecycle' skill.", 'type': 'boolean'}}, 'required': ['check_completed', 'both_found', 'any_eol'], 'type': 'object'}
expected = {'any_eol': False, 'both_found': True, 'check_completed': True}
system_prompt = 'You are an OpenShift upgrade advisor. Analyze the cluster readiness\ndata in the proposal request and produce an upgr...duct Life Cycle API\nalongside the OLM data.\n\nDo not guess or assume cluster state. Do not execute upgrade commands.'
verify_fn = None

    @pytest.mark.eval
    @pytest.mark.asyncio
    @pytest.mark.parametrize(
        "skill_name,case_name,query,output_schema,expected,system_prompt,verify_fn",
        _discover_test_cases(),
    )
    async def test_skill(
        provider_name: str,
        eval_runner: Callable[..., RunResult],
        eval_workspace: Path,
        skill_name: str,
        case_name: str,
        query: str,
        output_schema: dict,
        expected: dict[str, Any],
        system_prompt: str,
        verify_fn: Callable[..., None] | None,
    ) -> None:
        result = await eval_runner(
            query=query,
            system_prompt=system_prompt,
            output_schema=output_schema,
        )
    
        assert result.error is None, (
            f"{provider_name}/{skill_name}/{case_name} errored: {result.error}"
        )
    
        jsonschema.validate(result.raw, output_schema)
    
        # Custom verification — delegates to the skill's verify.py function
        if verify_fn is not None:
            verify_fn(result.raw, eval_workspace, provider_name)
            return
    
        # Static field matching — asserts each expected field matches exactly
        for field, expected_value in expected.items():
            actual = result.raw.get(field)
            assert actual is not None, (
                f"{case_name}: field '{field}' missing from response. "
                f"Got: {json.dumps(result.raw, indent=2)[:500]}"
            )
            if isinstance(expected_value, list):
                assert sorted(actual) == sorted(expected_value), (
                    f"{case_name}: field '{field}' expected {expected_value}, got {actual}"
                )
            else:
>               assert actual == expected_value, (
                    f"{case_name}: field '{field}' expected {expected_value}, got {actual}"
                )
E               AssertionError: plc_batch_known_operators_only: field 'any_eol' expected False, got True
E               assert True == False

evals/skills/test_eval.py:152: AssertionError
============================================================================================= short test summary info ==============================================================================================
FAILED evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_proposal_olm_batch_check] - AssertionError: plc_proposal_olm_batch_check: field 'operators_without_lifecycle_data' expected 3, got 1
FAILED evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_platform_status] - AssertionError: claude/product-lifecycle/plc_ocp_platform_status errored: 
FAILED evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_batch_known_operators_only] - AssertionError: plc_batch_known_operators_only: field 'any_eol' expected False, got True
======================================================================= 3 failed, 4 passed, 35 skipped, 186 deselected in 1024.42s (0:17:04) =======================================================================
eval-claude

@jhadvig

jhadvig commented Jul 9, 2026

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Eval results analysis (from @jrangelramos runs)

update-advisor: 5/5 passed 👍

product-lifecycle: 4/7 passed, 3 failures:

Test Failure Root cause
plc_proposal_olm_batch_check Expected operators_without_lifecycle_data: 3, got 1 PLC API data changed — more operators have entries now. Fix: update expected value (see jhadvig#1)
plc_ocp_platform_status Timed out (300s), empty response Agent spent too long crafting curl/jq for "Red Hat OpenShift Container Platform" (dozens of versions). Expected to resolve once #35 lands — the CLI returns structured JSON instantly instead of the agent building jq pipelines
plc_batch_known_operators_only Expected any_eol: False, got True Agent misidentified EOL versions while parsing raw curl output. Also expected to resolve with #35olm-check --ocp 4.21 returns explicit ocp_compatible and status fields per version, much harder to misinterpret

Plan:

  1. Merge @jrangelramos fixes from Scope product-lifecycle and update-advisor eval prompts jhadvig/agentic-skills#1 (updated expected value + scoped system prompts + cleaner queries)
  2. The two remaining failures are tool-level issues that OTA-2024: Add plc_lookup.py CLI and update product-lifecycle skill #35 (plc_lookup.py CLI) addresses — re-run evals after both PRs land

@jrangelramos

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/verified

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@jrangelramos: The /verified command must be used with one of the following actions: by, later, remove, or bypass. See https://docs.ci.openshift.org/docs/architecture/jira/#premerge-verification for more information.

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@matzew

matzew commented Jul 16, 2026

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@jrangelramos what's the status here?

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/verified by Jefferson Ramos

@openshift-ci-robot openshift-ci-robot added the verified Signifies that the PR passed pre-merge verification criteria label Jul 20, 2026
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@jrangelramos: This PR has been marked as verified by Jefferson Ramos.

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Hello @matzew I verified with using claude model opus-4.6 thru vertex.

Here both the execution and sandbox container logs for Update Advisor evals
And here the logs for Product Lifecycle evals

@jhadvig

jhadvig commented Jul 20, 2026

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ccing @harche

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Update Advisory evals tests with OpenAI gpt-5.4 model: PASS

🔍 Update Advisory run.sh Logs (openai / gpt-5.4)
$ OPENAI_API_KEY=${OPENAI_API_KEY} \
OPENAI_MODEL=gpt-5.4 \
EVAL_PROVIDERS=openai \
EVAL_HEALTH_TIMEOUT=180 \
CLAUDE_CODE_USE_VERTEX= \
ANTHROPIC_VERTEX_PROJECT_ID= \
GOOGLE_APPLICATION_CREDENTIALS= \
bash evals/run.sh -k "update-advisor" --timeout=600

Starting provider containers...
  openai: port 18080 (container 579adbac9010)
Waiting for servers...
  openai: ready

Running evals...
/usr/lib/python3.14/site-packages/pytest_asyncio/plugin.py:211: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

  warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
=============================================================================================== test session starts ================================================================================================
platform linux -- Python 3.14.3, pytest-8.3.5, pluggy-1.6.0 -- /usr/bin/python3
cachedir: .pytest_cache
rootdir: /home/jeramos/pixaa/test/test-ocp5/agentic-skills/evals
configfile: pytest.ini
plugins: anyio-4.12.1, asyncio-1.1.0, xdist-3.7.0, timeout-2.4.0
asyncio: mode=Mode.AUTO, asyncio_default_fixture_loop_scope=None, asyncio_default_test_loop_scope=function
timeout: 600.0s
timeout method: signal
timeout func_only: False
collected 228 items / 198 deselected / 30 selected                                                                                                                                                                 

evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for claude)                                                                                [  3%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for claude)                                                                                   [  6%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for claude)                                                                                    [ 10%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for claude)                                                                                     [ 13%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for claude)                                                                                  [ 16%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for gemini)                                                                                [ 20%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for gemini)                                                                                   [ 23%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for gemini)                                                                                    [ 26%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for gemini)                                                                                     [ 30%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for gemini)                                                                                  [ 33%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_healthy_cluster_recommend] PASSED                                                                                                        [ 36%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_degraded_operator_warn] PASSED                                                                                                           [ 40%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_api_deprecation_block] PASSED                                                                                                            [ 43%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_etcd_unhealthy_block] PASSED                                                                                                             [ 46%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_errored_checks_escalate] PASSED                                                                                                          [ 50%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-claude)                                                          [ 53%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-claude)                                                             [ 56%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-claude)                                                              [ 60%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-claude)                                                               [ 63%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-claude)                                                            [ 66%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-gemini)                                                          [ 70%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-gemini)                                                             [ 73%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-gemini)                                                              [ 76%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-gemini)                                                               [ 80%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-gemini)                                                            [ 83%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-openai)                                                          [ 86%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-openai)                                                             [ 90%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-openai)                                                              [ 93%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-openai)                                                               [ 96%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-openai)                                                            [100%]

================================================================================== 5 passed, 25 skipped, 198 deselected in 33.66s ==================================================================================
eval-openai
🔍 Update Advisory (sandbox container logs)
$ podman logs -f eval-openai 
INFO lightspeed_agentic.config: Resolved LIGHTSPEED_PROVIDER=openai → SDK=openai
INFO lightspeed_agentic.app: Starting app (sdk=openai, model=gpt-5.4, LIGHTSPEED_MODEL=, audit=False)
INFO:     Started server process [2]
INFO:     Waiting for application startup.
INFO:     Application startup complete.
INFO:     Uvicorn running on http://0.0.0.0:8080 (Press CTRL+C to quit)
INFO:     192.168.0.30:54088 - "GET /health HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=bc4cd7ba38b951bd258cf6b4f386984f)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff552c614a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff552c614a0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff5535e7bf0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff5535e7bf0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff552c635c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff552c635c0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff552c637f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff552c637f0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff55179a0d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff55179a0d0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff552272f30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff552272f30>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff552272c60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff552272c60>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md", "yield_time_ms":1000, "max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff552272e90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff552272e90>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff552272530>
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: c76a97
Wall time: 0.0114 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff552272530>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff551388140>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff551388140>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=23265
INFO lightspeed_agentic: [provider:run] output: {"decision": "recommend", "blockers_found": 0, "warnings_found": 0}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:54092 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=9a4adcc31ba06994635c8bcc50878bff)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff55119a3f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff55119a3f0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff55178bbf0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff55178bbf0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff551198f00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff551198f00>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff551199310>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff551199310>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff551199450>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff551199450>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff551198e10>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff551198e10>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff551198f00>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff551198f00>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5511a69e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5511a69e0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: b21e10
Wall time: 0.0098 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5513888c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5513888c0>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5511a6e40>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5511a6e40>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=23078
INFO lightspeed_agentic: [provider:run] output: {"decision": "warn", "blockers_found": 0, "degraded_operator_detected": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:59906 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=372baabe68fb5820a10d8c5aaa52a4f2)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff55119ae40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff55119ae40>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff55178ab10>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff55178ab10>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff551199a40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff551199a40>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5511998b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5511998b0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5517988c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5517988c0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55223d630>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55223d630>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553a105a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553a105a0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md", "workdir":"/app/workspace/skills","yield_time_ms":1000,"max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5517a4eb0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5517a4eb0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: d28dd8
Wall time: 0.0032 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55223dc70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55223dc70>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5513753b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5513753b0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=23115
INFO lightspeed_agentic: [provider:run] output: {"decision": "block", "blockers_found": 1, "api_blocker_detected": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:37086 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=e008965d92c50685e4f040d3e51398e8)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff552c61ae0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff552c61ae0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff5510cc3b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff5510cc3b0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5511999f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5511999f0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55119a4e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55119a4e0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff551199b80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff551199b80>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55353be30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55353be30>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5511999f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5511999f0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":1000,"max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff551199b80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff551199b80>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: fe193c
Wall time: 0.0117 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff551198f50>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff551198f50>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55119b3e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55119b3e0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=23090
INFO lightspeed_agentic: [provider:run] output: {"decision": "block", "etcd_issue_detected": true, "unhealthy_member": "etcd-master-2"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:35780 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=90ab5d593061c36bdacbf6ae2a274ea8)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff55119b9d0>
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff55119b9d0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff5510cc8f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff5510cc8f0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff550d9c280>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff550d9c280>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff550d9c140>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff550d9c140>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff550d9c640>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff550d9c640>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5517a4fa0>
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5517a4fa0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff550d9c280>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff550d9c280>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":1000,"max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff55119b5c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff55119b5c0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: bf2f26
Wall time: 0.0041 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff550d9c550>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff550d9c550>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff550d9c1e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff550d9c1e0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=21975
INFO lightspeed_agentic: [provider:run] output: {"decision": "escalate", "checks_errored": 7}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:35790 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO:     Shutting down
INFO:     Waiting for application shutdown.
INFO:     Application shutdown complete.
INFO:     Finished server process [2]

@jrangelramos

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Product Lifecycle evals tests with OpenAI gpt-5.4 model: 6 PASS / 1 FAIL

🔍 run.sh Logs (openai / gpt-5.4)
OPENAI_API_KEY=${OPENAI_API_KEY} \
OPENAI_MODEL=gpt-5.4 \
EVAL_PROVIDERS=openai \
EVAL_HEALTH_TIMEOUT=180 \
CLAUDE_CODE_USE_VERTEX= \
ANTHROPIC_VERTEX_PROJECT_ID= \
GOOGLE_APPLICATION_CREDENTIALS= \
bash evals/run.sh -k "product-lifecycle" --timeout=600

Starting provider containers...
  openai: port 18080 (container 07911571723e)
Waiting for servers...
  openai: ready

Running evals...
/usr/lib/python3.14/site-packages/pytest_asyncio/plugin.py:211: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

  warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
=============================================================================================== test session starts ================================================================================================
platform linux -- Python 3.14.3, pytest-8.3.5, pluggy-1.6.0 -- /usr/bin/python3
cachedir: .pytest_cache
rootdir: /home/jeramos/pixaa/test/test-ocp5/agentic-skills/evals
configfile: pytest.ini
plugins: anyio-4.12.1, asyncio-1.1.0, xdist-3.7.0, timeout-2.4.0
asyncio: mode=Mode.AUTO, asyncio_default_fixture_loop_scope=None, asyncio_default_test_loop_scope=function
timeout: 600.0s
timeout method: signal
timeout func_only: False
collected 228 items / 186 deselected / 42 selected                                                                                                                                                                 

evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for claude)                                                                                  [  2%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for claude)                                                                                 [  4%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for claude)                                                                                 [  7%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for claude)                                                                                [  9%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for claude)                                                                                       [ 11%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for claude)                                                                                  [ 14%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for claude)                                                                                [ 16%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for gemini)                                                                                  [ 19%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for gemini)                                                                                 [ 21%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for gemini)                                                                                 [ 23%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for gemini)                                                                                [ 26%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for gemini)                                                                                       [ 28%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for gemini)                                                                                  [ 30%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for gemini)                                                                                [ 33%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_proposal_olm_batch_check] FAILED                                                                                                          [ 35%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_cluster_logging_supported] PASSED                                                                                                         [ 38%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_web_terminal_compat_check] PASSED                                                                                                         [ 40%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_compliance_operator_status] PASSED                                                                                                        [ 42%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_ocp_platform_status] PASSED                                                                                                               [ 45%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_ocp_old_version_extended] PASSED                                                                                                          [ 47%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_batch_known_operators_only] PASSED                                                                                                        [ 50%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-claude)                                                            [ 52%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-claude)                                                           [ 54%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-claude)                                                           [ 57%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-claude)                                                          [ 59%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-claude)                                                                 [ 61%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-claude)                                                            [ 64%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-claude)                                                          [ 66%]
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evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-gemini)                                                           [ 73%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-gemini)                                                          [ 76%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-gemini)                                                                 [ 78%]
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evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-openai)                                                            [ 85%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-openai)                                                           [ 88%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-openai)                                                           [ 90%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-openai)                                                          [ 92%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-openai)                                                                 [ 95%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-openai)                                                            [ 97%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-openai)                                                          [100%]

===================================================================================================== FAILURES =====================================================================================================
________________________________________________________________________ test_skill[openai-product-lifecycle-plc_proposal_olm_batch_check] _________________________________________________________________________

provider_name = 'openai', eval_runner = <function eval_runner.<locals>._run at 0x7f462e7762a0>, eval_workspace = PosixPath('/home/jeramos/pixaa/test/test-ocp5/agentic-skills/.eval-workspaces/output-openai')
skill_name = 'product-lifecycle', case_name = 'plc_proposal_olm_batch_check'
query = 'Use the product-lifecycle skill to look up lifecycle data for\neach of these 5 operators against OCP 4.21:\n\n- compl...f the Product Life Cycle API has lifecycle data.\nReport the total checked, how many have data, and how many do not.\n'
output_schema = {'properties': {'olm_check_ran': {'description': "Whether OLM operator lifecycle checks were performed using the 'prod...heck_ran', 'operators_checked', 'operators_with_lifecycle_data', 'operators_without_lifecycle_data'], 'type': 'object'}
expected = {'olm_check_ran': True, 'operators_checked': 5, 'operators_without_lifecycle_data': 2}
system_prompt = 'You have access to the product-lifecycle skill. Use it to query the\nRed Hat Product Life Cycle API for product suppo...is compatible with the requested\nOCP version.\n\nDo not guess lifecycle data. Always use the product-lifecycle skill.'
verify_fn = None

    @pytest.mark.eval
    @pytest.mark.asyncio
    @pytest.mark.parametrize(
        "skill_name,case_name,query,output_schema,expected,system_prompt,verify_fn",
        _discover_test_cases(),
    )
    async def test_skill(
        provider_name: str,
        eval_runner: Callable[..., RunResult],
        eval_workspace: Path,
        skill_name: str,
        case_name: str,
        query: str,
        output_schema: dict,
        expected: dict[str, Any],
        system_prompt: str,
        verify_fn: Callable[..., None] | None,
    ) -> None:
        result = await eval_runner(
            query=query,
            system_prompt=system_prompt,
            output_schema=output_schema,
        )
    
        assert result.error is None, (
            f"{provider_name}/{skill_name}/{case_name} errored: {result.error}"
        )
    
        jsonschema.validate(result.raw, output_schema)
    
        # Custom verification — delegates to the skill's verify.py function
        if verify_fn is not None:
            verify_fn(result.raw, eval_workspace, provider_name)
            return
    
        # Static field matching — asserts each expected field matches exactly
        for field, expected_value in expected.items():
            actual = result.raw.get(field)
            assert actual is not None, (
                f"{case_name}: field '{field}' missing from response. "
                f"Got: {json.dumps(result.raw, indent=2)[:500]}"
            )
            if isinstance(expected_value, list):
                assert sorted(actual) == sorted(expected_value), (
                    f"{case_name}: field '{field}' expected {expected_value}, got {actual}"
                )
            else:
>               assert actual == expected_value, (
                    f"{case_name}: field '{field}' expected {expected_value}, got {actual}"
                )
E               AssertionError: plc_proposal_olm_batch_check: field 'operators_without_lifecycle_data' expected 2, got 3
E               assert 3 == 2

evals/skills/test_eval.py:152: AssertionError
============================================================================================= short test summary info ==============================================================================================
FAILED evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_proposal_olm_batch_check] - AssertionError: plc_proposal_olm_batch_check: field 'operators_without_lifecycle_data' expected 2, got 3
======================================================================= 1 failed, 6 passed, 35 skipped, 186 deselected in 114.19s (0:01:54) ========================================================================
eval-openai

🔍 sandbox container logs
$ podman logs -f eval-openai        
INFO lightspeed_agentic.config: Resolved LIGHTSPEED_PROVIDER=openai → SDK=openai
INFO lightspeed_agentic.app: Starting app (sdk=openai, model=gpt-5.4, LIGHTSPEED_MODEL=, audit=False)
INFO:     Started server process [2]
INFO:     Waiting for application startup.
INFO:     Application startup complete.
INFO:     Uvicorn running on http://0.0.0.0:8080 (Press CTRL+C to quit)
INFO:     192.168.0.30:38708 - "GET /health HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=bd4b844e63418d3d03c191d2966c7c0f)
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Starting turn 1, current_agent=lightspeed
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Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
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Turn 1 complete, next_step type=NextStepRunAgain
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INFO lightspeed_agentic: [provider:run] tool_result: {"status": "loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
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Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"printf 'Using the product-lifecycle skill now; checking its instructions first.\\n' && cat .agents/product-lifecycle/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
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Turn 2 complete, next_step type=NextStepRunAgain
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INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: e3d8fc
Wall time: 0.0084 seconds
Process exited with code 0
Output:
Using the product-lifecycle skill now; checking its instructions first.
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the us
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
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Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"./.agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"compliance-operator\",\"version\":\"1.9.0\",\"channel\":\"stable\"},{\"package\":\"cluster-logging\",\"version\":\"6.5.1\",\"channel\":\"stable-6.5\"},{\"package\":\"devworkspace-operator\",\")
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
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Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: f92531
Wall time: 0.0037 seconds
Process exited with code 126
Output:
sh: line 1: ./.agents/product-lifecycle/scripts/plc_lookup.py: Permission denied

Starting turn 4, current_agent=lightspeed
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Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"compliance-operator\",\"version\":\"1.9.0\",\"channel\":\"stable\"},{\"package\":\"cluster-logging\",\"version\":\"6.5.1\",\"channel\":\"stable-6.5\"},{\"package\":\"devworkspace-operato)
Processing output item type=function_call class=ResponseFunctionToolCall
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DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 1d18cf
Wall time: 3.8806 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 5,
  "lifecycle_unavailable": [
    "compliance-operator",
    "devworkspace-operator",
    "openshift-pipelines-operator-rh"
  ],
  "results": [
    {
      "package": "compliance-operator",
      "status": "lifecycle_unavailable",
      "reason": "no lifecycle data found for this package"
    },
    {
      "product": "logging for Red Hat OpenShift",
      "former_name
Starting turn 5, current_agent=lightspeed
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DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
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Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
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Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=46766
INFO lightspeed_agentic: [provider:run] output: {"olm_check_ran": true, "operators_checked": 5, "operators_with_lifecycle_data": 2, "operators_without_lifecycle_data": 3}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:38716 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=6f854ec42e745db3c01026dfb1a1fecb)
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Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
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INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
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Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"\" .agents/product-lifecycle -g '!SKILL.md'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
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Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: e7630f
Wall time: 0.0063 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a2689720>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a268a670>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a268a670>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"./.agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"cluster-logging\",\"version\":\"6.5.1\"}]'","yield_time_ms":10000,"max_output_tokens":12000})
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Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 8205c2
Wall time: 0.0035 seconds
Process exited with code 126
Output:
sh: line 1: ./.agents/product-lifecycle/scripts/plc_lookup.py: Permission denied

Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268f0c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268f0c0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2689720>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2689720>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"cluster-logging\",\"version\":\"6.5.1\"}]'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a2689e50>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a2689e50>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: b819e7
Wall time: 1.1268 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 1,
  "lifecycle_unavailable": [],
  "results": [
    {
      "product": "logging for Red Hat OpenShift",
      "former_names": [
        "Red Hat OpenShift Logging"
      ],
      "package": "cluster-logging",
      "version": "6.6",
      "status": "Full Support",
      "ocp_versions": [
        "4.20",
        "4.21",
        "4.22"
      ],
      "phases": [
        {
Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268f1b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268f1b0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2689450>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2689450>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 5 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=41530
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported", "ocp_compatible": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:38956 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=7ac6f4252fa048d01f1c5cf5c2bea99d)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f27a22b02d0>
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f27a22b02d0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f27aaab6a50>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f27aaab6a50>
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a93496d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a93496d0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a81abd90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a81abd90>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a2c60f00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a2c60f00>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a3c0f200>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a3c0f200>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2c60f50>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2c60f50>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"\" .agents/product-lifecycle -g '!SKILL.md'","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a3732ad0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a3732ad0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 325555
Wall time: 0.0069 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a2859630>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a2859630>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a379bbb0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a379bbb0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"./.agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"web-terminal\"}]'","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a3732530>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a3732530>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: d2cba2
Wall time: 0.0036 seconds
Process exited with code 126
Output:
sh: line 1: ./.agents/product-lifecycle/scripts/plc_lookup.py: Permission denied

Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a3730870>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a3730870>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2c61770>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2c61770>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"web-terminal\"}]'","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a2c616d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a2c616d0>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 5ff559
Wall time: 1.2352 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 1,
  "lifecycle_unavailable": [],
  "results": [
    {
      "product": "web terminal operator",
      "former_names": [
        "Red Hat OpenShift Web Terminal Operator",
        "Web Terminal Operator"
      ],
      "package": "web-terminal",
      "version": "1.15",
      "status": "Full Support",
      "ocp_versions": [
        "4.20"
      ],
      "phases": [
    
Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a2c63c00>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a2c63c00>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2c60d70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2c60d70>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 5 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=38880
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "has_supported_version_for_421": false}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:38908 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=a40e31fed4fbf678043b57d4cc8190e6)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f27a268a120>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f27a268a120>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f27a2c53f50>
Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268b2a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f27a2c53f50>
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268b2a0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2689040>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2689040>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a2689db0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a2689db0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268af80>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268af80>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a268b2a0>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a268b2a0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"compliance-operator|lifecycle|api\" .agents/product-lifecycle -S","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a2664870>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a2664870>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: f3ce6a
Wall time: 0.0051 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a2c60d70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a2c60d70>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a268af80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a268af80>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"./.agents/product-lifecycle/scripts/plc_lookup.py olm-check --operators '[{\"package\":\"compliance-operator\"}]'","yield_time_ms":20000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a81c05a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a81c05a0>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: e01a6f
Wall time: 0.0028 seconds
Process exited with code 126
Output:
sh: line 1: ./.agents/product-lifecycle/scripts/plc_lookup.py: Permission denied

Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a26653b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a26653b0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a268b6b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a268b6b0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --operators '[{\"package\":\"compliance-operator\"}]'","yield_time_ms":20000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a81c02d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a81c02d0>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: e760ad
Wall time: 0.0375 seconds
Process exited with code 2
Output:
usage: plc_lookup.py olm-check [-h] --ocp OCP --operators OPERATORS
plc_lookup.py olm-check: error: the following arguments are required: --ocp

Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a284d8b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a284d8b0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2688e60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2688e60>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"compliance operator\"","yield_time_ms":20000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a81c02d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a81c02d0>
Turn 5 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 4338d7
Wall time: 0.6827 seconds
Process exited with code 0
Output:
{
  "results": [
    {
      "product": "compliance operator",
      "former_names": [
        "Compliance Operator"
      ],
      "package": "compliance-operator",
      "version": "1.8",
      "status": "End of life",
      "ocp_versions": [
        "4.12",
        "4.14",
        "4.16",
        "4.17",
        "4.18",
        "4.19",
        "4.20",
        "4.21"
      ],
      "phases": [
        {
          "na
Starting turn 6, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268bca0>
DEBUG openai.agents: Starting turn 6, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268bca0>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a268ae90>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a268ae90>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 6 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 6 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=42980
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:35708 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=767b74cf82ebf82213f6ca285b34a0fa)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f27a22b0e10>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f27a22b0e10>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f27a23accb0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f27a23accb0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a22b1a40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a22b1a40>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a22b16d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a22b16d0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a268a990>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a268a990>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268b250>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268b250>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a22b1a40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a22b1a40>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"\" .agents/product-lifecycle -g '!SKILL.md'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a22b2800>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a22b2800>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 0fa309
Wall time: 0.0065 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268be80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268be80>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2689d60>
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a2689d60>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"./.agents/product-lifecycle/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\"","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a268ae90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a268ae90>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: a8f2d5
Wall time: 0.0020 seconds
Process exited with code 127
Output:
sh: line 1: ./.agents/product-lifecycle/product-lifecycle/scripts/plc_lookup.py: No such file or directory

Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a22b2e40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a22b2e40>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a22b2c60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a22b2c60>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"find .agents/product-lifecycle -maxdepth 3 -type f | sort","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a81c0820>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a81c0820>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 68ca3c
Wall time: 0.0100 seconds
Process exited with code 0
Output:
.agents/product-lifecycle/scripts/plc_lookup.py
.agents/product-lifecycle/scripts/tests/__init__.py
.agents/product-lifecycle/scripts/tests/test_plc_lookup.py
.agents/product-lifecycle/SKILL.md

Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268efd0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268efd0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a22b2e40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a22b2e40>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\"","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a22b0f50>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a22b0f50>
Turn 5 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 3a2bf9
Wall time: 0.8387 seconds
Process exited with code 0
Output:
{
  "results": [
    {
      "product": "Red Hat OpenShift Container Platform",
      "former_names": [
        "OpenShift Container Platform",
        " OpenShift Container Platform 3",
        " OpenShift Container Platform 4"
      ],
      "package": null,
      "version": "4.22",
      "status": "Full Support",
      "ocp_versions": [],
      "phases": [
        {
          "name": "General availability",
        
Starting turn 6, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268ae90>
DEBUG openai.agents: Starting turn 6, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a268ae90>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a22b27b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a22b27b0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 6 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 6 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=54829
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:48462 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=29336856a2b0fc20c007ca06089dab80)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f27a1df8370>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f27a1df8370>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f27a25937d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f27a25937d0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a1df8d70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a1df8d70>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1df8aa0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1df8aa0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a1df9040>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a1df9040>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a1df8d20>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a1df8d20>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1df8d70>
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1df8d70>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"OpenShift Container Platform|OCP|ocp|lifecycle|API\" .agents/product-lifecycle -S","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a1df8dc0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a1df8dc0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 8dc6bd
Wall time: 0.0055 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a1df8f00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a1df8f00>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1df8d20>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1df8d20>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"./.agents/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\"","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a22b27b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a22b27b0>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 364a62
Wall time: 0.0035 seconds
Process exited with code 126
Output:
sh: line 1: ./.agents/product-lifecycle/scripts/plc_lookup.py: Permission denied

Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a22b37f0>
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a22b37f0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1df8f00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1df8f00>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\"","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a1df9860>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a1df9860>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: b15719
Wall time: 0.8287 seconds
Process exited with code 0
Output:
{
  "results": [
    {
      "product": "Red Hat OpenShift Container Platform",
      "former_names": [
        "OpenShift Container Platform",
        " OpenShift Container Platform 3",
        " OpenShift Container Platform 4"
      ],
      "package": null,
      "version": "4.22",
      "status": "Full Support",
      "ocp_versions": [],
      "phases": [
        {
          "name": "General availability",
        
Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a22b39d0>
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a22b39d0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1df97c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1df97c0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 5 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=47003
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "extended"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:44018 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=ba26f4f35c9bda4a1d12ec21114d3e35)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f27a1dfb7f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f27a1dfb7f0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f27a2593a70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f27a2593a70>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a1c30370>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a1c30370>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1c300a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1c300a0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a1c30460>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a1c30460>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a2689bd0>
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f27a2689bd0>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1c30370>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f27a1c30370>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\n---\n' && rg -n \"\" .agents/product-lifecycle -g '!SKILL.md'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a1df8f00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f27a1df8f00>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: a95392
Wall time: 0.0059 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
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INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"./.agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"cluster-logging\"},{\"package\":\"web-terminal\"}]'","yield_time_ms":20000,"max_output_tokens":12000})
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Wall time: 0.0034 seconds
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Output:
sh: line 1: ./.agents/product-lifecycle/scripts/plc_lookup.py: Permission denied

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INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"cluster-logging\"},{\"package\":\"web-terminal\"}]'","yield_time_ms":20000,"max_output_tokens":12000})
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Wall time: 1.1283 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 2,
  "lifecycle_unavailable": [],
  "results": [
    {
      "product": "logging for Red Hat OpenShift",
      "former_names": [
        "Red Hat OpenShift Logging"
      ],
      "package": "cluster-logging",
      "version": "6.6",
      "status": "Full Support",
      "ocp_versions": [
        "4.20",
        "4.21",
        "4.22"
      ],
      "phases": [
        {
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Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
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INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=45494
INFO lightspeed_agentic: [provider:run] output: {"check_completed": true, "both_found": true, "any_eol": false}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:33612 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO:     Shutting down
INFO:     Waiting for application shutdown.
INFO:     Application shutdown complete.
INFO:     Finished server process [2]

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Thanks for salvaging these evals and getting cluster-update coverage started! Left a few questions inline, mostly around the product-lifecycle ground truth.

expected:
olm_check_ran: true
operators_checked: 5
operators_without_lifecycle_data: 2

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Should this be 1? Looking at the live API, 4 of the 5 packages have entries with a matching package field (cluster-logging, web-terminal, compliance-operator, openshift-pipelines-operator-rh), only devworkspace-operator is missing. The PR description says 3 and the yaml says 2, so I wanted to double check which count is intended.

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Looks like the eval run above confirms this one. In the gpt-5.4 run this is the single failing case:

AssertionError: plc_proposal_olm_batch_check: field 'operators_without_lifecycle_data' expected 2, got 3

So we now have three different answers depending on lookup path: 1 when matching the package field across the full product list (what olm-check in plc_lookup.py does, only devworkspace-operator is missing), 2 as expected here, and 3 from the agent in that run, consistent with name searches that miss openshift-pipelines-operator-rh (a name query for "pipelines" returns nothing even though the package exists). Would it make sense to pin the expectation to the olm-check package match, or word the query so the agent has to use it?

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You're right that the count is off. This ties into PR #41 too, which adds the nuance that lifecycle data should only count if the API has an entry matching the installed version, not just any version of the package. @jrangelramos can you run olm-check against these 5 operators and confirm what the actual count should be? That'll settle whether it's 1, 2, or something else depending on version matching.

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The three-way mismatch is a great catch. Agree we should pin the expectation to what olm-check actually returns.... the eval should test the same lookup path the agent uses. @jrangelramos would it make sense to also tighten the query wording so the agent is directed to use the olm-check command rather than ad-hoc name searches?

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This is what PR #41 is addressing. What I observed on logs is it attempts olm-check and if not found attempt by product name. On most runs I tried (with claude and gpt) it returned count 2 for operators_with_lifecycle_data. So in order to exercise the olm-check part only of the skill, (which is what this test case is about) I agree we should tghten the query wording to be more explicit on this. and have expect count as 3

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@jrangelramos just want to make sure I'm reading this right. You say tighten the query to exercise olm-check only, and set the expected count to 3. But olm-check does a package-field match across the full product list, which finds 4 of 5 (only devworkspace-operator is missing), so operators_without_lifecycle_data would be 1 not 3. The count of 3 matches the name-search path that misses openshift-pipelines-operator-rh and compliance-operator too.... which is the opposite of olm-check-only.

Did you mean the expected should be 1 (olm-check finds 4, misses 1)? Or are you factoring in version matching from PR #41 where having an API entry doesn't count unless the installed version matches?

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Hey @jhadvig Sorry for the confusion. Based on the what the Live API returns (without filtering), I would expect 2 operators without Lifecycle data, crossing operator against given OCP 4.21 version. Here is why:

Verification

So for the below operator/packages against ocp 4.21:

  • compliance-operator v1.9.0
  • cluster-logging v6.5.1
  • devworkspace-operator v0.41.0
  • openshift-pipelines-operator-rh v1.22.0
  • web-terminal v1.16.0

Here is what the Live API has and the given products

#===========================================
# Retrieve ALL products (no query param ?name=Openshift)
#===========================================
curl -s -H "User-Agent: plc-lookup/1.0" 'https://access.redhat.com/product-life-cycles/api/v2/products' > products.json
# Returns all 237 products, not just the ~14 when passing name=Openshift

#===========================================
# OCP 4.21 - compliance-operator v1.9.0
#===========================================
cat products.json | jq '[.data[] | select(.package == "compliance-operator") | {product: .name, package, versions: [.versions[] | select(.openshift_compatibility != null and (.openshift_compatibility |  contains("4.21")) and (.name | contains("1.9"))) | {version: .name, status: .type, ocp_versions: .openshift_compatibility}]}]'
[
  {
    "product": "compliance operator",
    "package": "compliance-operator",
    "versions": [
      {
        "version": "1.9",
        "status": "Full Support",
        "ocp_versions": "4.12, 4.14, 4.16, 4.18, 4.19, 4.20, 4.21"
      }
    ]
  }
]
#===========================================
# OCP 4.21 - cluster-logging  v6.5.1
#===========================================
cat products.json | jq '[.data[] | select(.package == "cluster-logging") | {product: .name, package, versions: [.versions[] | select(.openshift_compatibility != null and (.openshift_compatibility |  contains("4.21")) and (.name | contains("6.5"))) | {version: .name, status: .type, ocp_versions: .openshift_compatibility}]}]' 
[
  {
    "product": "logging for Red Hat OpenShift",
    "package": "cluster-logging",
    "versions": [
      {
        "version": "6.5",
        "status": "Full Support",
        "ocp_versions": "4.19, 4.20, 4.21, 4.22"
      }
    ]
  }
]


#===========================================
# OCP 4.21 - devworkspace-operator  v0.41.0
#===========================================
cat products.json | jq '[.data[] | select(.package == "devworkspace-operator") | {product: .name, package, versions: [.versions[] | select(.openshift_compatibility != null and (.openshift_compatibility |  contains("4.21")) and (.name | contains("0.41"))) | {version: .name, status: .type, ocp_versions: .openshift_compatibility}]}]'
[]

#===========================================
# OCP 4.21 - openshift-pipelines-operator-rh  v1.22.0
#===========================================
cat products.json | jq '[.data[] | select(.package == "openshift-pipelines-operator-rh") | {product: .name, package, versions: [.versions[] | select(.openshift_compatibility != null and (.openshift_compatibility |  contains("4.21")) and (.name | contains("1.22"))) | {version: .name, status: .type, ocp_versions: .openshift_compatibility}]}]'
[
  {
    "product": "Red Hat OpenShift Pipelines",
    "package": "openshift-pipelines-operator-rh",
    "versions": [
      {
        "version": "1.22",
        "status": "Full Support",
        "ocp_versions": "4.16, 4.18, 4.19, 4.20, 4.21, 4.22"
      }
    ]
  }
]

#===========================================
# OCP 4.21 - web-terminal  v1.16.0
#===========================================
cat products.json | jq '[.data[] | select(.package == "web-terminal") | {product: .name, package, versions: [.versions[] | select(.openshift_compatibility != null and (.openshift_compatibility |  contains("4.21")) and (.name | contains("1.16"))) | {version: .name, status: .type, ocp_versions: .openshift_compatibility}]}]'
[
  {
    "product": "web terminal operator",
    "package": "web-terminal",
    "versions": []
  }
]

Conclusion

for Target: OCP 4.21

Package Version Package Found Status Compatibility
compliance-operator v1.9.0 Yes Full Support OCP 4.21
cluster-logging v6.5.1 Yes Full Support OCP 4.21
devworkspace-operator v0.41.0 No - -
openshift-pipelines-operator-rh v1.22.0 Yes Full Support OCP 4.21
web-terminal v1.16.0 Yes Version not found -

So I would expect 2 operators without lifecycle data (devworkspace-operator, web-terminal).

possible approach

I think for the olm-check batch check we could remove name=Openshift, so the API will return all products, to be iterated by the cli, no fallback (replace hypen by space) is needed in this case.

@jrangelramos jrangelramos Jul 30, 2026

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the skill script plc_lookup.py has evolved (changed by #43) to now return a better veredict on the expected results. So that I modified the test logic to now compare the result from the cli (plc_lookup.py) counting "not found" (or error) as not tracked, version tracked whenever found (since version is specified on every operator test) and ocp compatbible according to the api result.

"\($prod) \(.name) - \(.type)"'

# Batch check — find operators by package name in the "OpenShift" product set
curl -s "https://access.redhat.com/product-life-cycles/api/v1/products?name=OpenShift" \

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Could this query undercount? name=OpenShift only returns products with OpenShift in their name, while olm-check in plc_lookup.py matches package across the full product list, which also finds compliance-operator and openshift-pipelines-operator-rh. Maybe that explains the mismatch with the expected count in test 1?

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Yeah this is the same root cause as the count issue above, the curl approach takes a different lookup path than olm-check. Will fix the README alongside the ground truth update.

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README changed with batch check restricted to search by package only matching new param format.


## Ground truth

Expected values come from the live PLC API. Verify with:

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The PR description mentions the CLI not being on main yet, but plc_lookup.py is already there and SKILL.md routes all queries through it. Would it make sense to derive ground truth with the CLI the agent will actually run? The curl commands are handy but take a different lookup path than olm-check.

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Agree, now that the CLI is on main we should use it for ground truth. Will update the README once we settle the count question above.

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The #43 PR make the count clear veridict for llm. So I went ahead and pushed the changes on REAME in this commit d3d1190 presuming #43 as is now, given the reviews/feedback are already addressed there


# Test 4: compliance-operator — found by product name search, v1.9 is supported.
# Note: searching by package name may not find this operator, but searching
# by product name ("compliance operator") does. The agent may use either approach.

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Is this note still accurate? Package search does seem to find this one now, the API returns "package": "compliance-operator" for this query.

@jhadvig jhadvig Jul 21, 2026

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Yeah youre right, the API does index it by package now. Updated the comment in 41e61b6 to reflect that both lookup paths work.

required: ["product_found", "has_supported_version_for_421"]
expected:
product_found: true
has_supported_version_for_421: false

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This holds today (latest listed web-terminal version is 1.15, compatible with 4.20 only), but the scenario has v1.16 installed, so once the API adds a 1.16 entry with 4.21 compatibility this expectation flips. Same concern for the OCP 4.21 and 4.14 status tests below as support phases move. Would the _fn verify.py pattern from the framework README be a better fit for values that come from a live API?

@jhadvig jhadvig Jul 21, 2026

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Good point about the fragility. The _fn verify.py pattern is the right fix for these live-API-dependent expectations. Id rather do that as a follow-up PR though, it's a bigger change and shouldn't block this one. @jrangelramos what do you think?

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yea I think it may fit well, the custom function mappend on _fn could make use of the API in advance to properly assert whether the product is compatible or not with the version.

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This is now addressed with a suggested approach. The verify.py has been implemented. Each individual test now uses _fn since lifecycle data (support status) may change along the time.

status: "extended"

# Test 7: Multiple operators batch check from proposal context.
# Only test the 2 operators that HAVE lifecycle data (cluster-logging, web-terminal).

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Small note, per the API at least 4 of the 5 operators have lifecycle data now, so this comment may be stale. The expectations themselves still look right though.

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Updated the wording in 41e61b6, the "only" was misleading.

target OCP version 4.21 is still in full support.

Use the product-lifecycle skill to look up "Red Hat OpenShift
Container Platform" and check version 4.21's. Report whether

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Tiny nit, check version 4.21's. reads like a word is missing.

@jhadvig jhadvig Jul 21, 2026

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Fixed in 41e61b6 - reads "check version 4.21's lifecycle status" now.

expected:
decision: "block"
etcd_issue_detected: true
unhealthy_member: "etcd-master-2"

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Since unhealthy_member is not in the schema's required list, an agent that omits it passes schema validation but fails here, the static matcher asserts every expected field is present (test_eval.py#L141-L145). Also evals/CLAUDE.md suggests avoiding free text fields in schemas. Would it be safer to either add it to required or drop it from expected?

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Good catch 👍 Dropped unhealthy_member from expected in 41e61b6. The eval still validates decision and etcd_issue_detected which covers the important bits, and avoids the free-text field footgun you flagged.

update-advisor skill's decision framework to classify findings as
blockers, warnings, or informational.

Decision matrix:

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With the full matrix embedded in the system prompt, does the eval still test that the agent discovers and applies the SKILL.md decision framework? A shorter prompt that just points at the skill might be a stronger test, curious what you think.

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Fair question. Right now the eval tests whether the agent can apply the framework correctly given the data, not whether it discovers the framework. A stripped-down prompt would be a stronger end-to-end test but might also make the eval flakier since the agent has to find SKILL.md and extract the rules. @jrangelramos do you have a preference here? We could start with the explicit prompt for reliability and add a "discovery" variant later.

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Good point. I agree with @harche. I would go for stripping the decision matrix out of the system_prompt. The decision matrix is already on the SKILL.md and that would be closer to what we have real cvo agentic runs

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This one is now addressed as well. 👍 I removed the duplication from the system_prompt, thus leaving the decision matrix on the SKILL only.

@openshift-ci-robot openshift-ci-robot removed the verified Signifies that the PR passed pre-merge verification criteria label Jul 21, 2026
@harche

harche commented Jul 29, 2026

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/override ci/prow/eval

@openshift-ci

openshift-ci Bot commented Jul 29, 2026

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@harche: Overrode contexts on behalf of harche: ci/prow/eval

Details

In response to this:

/override ci/prow/eval

Instructions for interacting with me using PR comments are available here. If you have questions or suggestions related to my behavior, please file an issue against the kubernetes-sigs/prow repository.

@jrangelramos

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Product Lifecycle and Update Advisor new batch of tests - claude opus4-6

🔍 Expand: Eval Run Logs
bash evals/run.sh -k "update-advisor or product-lifecycle" --timeout=600
Starting provider containers...
  claude: port 18080 (container 914d930e9b1b)
Waiting for servers...
  claude: ready

Running evals...
/usr/lib/python3.14/site-packages/pytest_asyncio/plugin.py:211: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

  warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
=============================================================================================== test session starts ================================================================================================
platform linux -- Python 3.14.3, pytest-8.3.5, pluggy-1.6.0 -- /usr/bin/python3
cachedir: .pytest_cache
rootdir: /home/jeramos/pixaa/test/test-ocp5/agentic-skills/evals
configfile: pytest.ini
plugins: anyio-4.12.1, asyncio-1.1.0, xdist-3.7.0, timeout-2.4.0
asyncio: mode=Mode.AUTO, asyncio_default_fixture_loop_scope=None, asyncio_default_test_loop_scope=function
timeout: 600.0s
timeout method: signal
timeout func_only: False
collected 228 items / 156 deselected / 72 selected                                                                                                                                                                 

evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_proposal_olm_batch_check] PASSED                                                                                                          [  1%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_cluster_logging_supported] PASSED                                                                                                         [  2%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_web_terminal_compat_check] PASSED                                                                                                         [  4%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_compliance_operator_status] PASSED                                                                                                        [  5%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_platform_status] PASSED                                                                                                               [  6%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_old_version_extended] PASSED                                                                                                          [  8%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_batch_known_operators_only] PASSED                                                                                                        [  9%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_healthy_cluster_recommend] PASSED                                                                                                        [ 11%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_degraded_operator_warn] PASSED                                                                                                           [ 12%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_api_deprecation_block] PASSED                                                                                                            [ 13%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_etcd_unhealthy_block] PASSED                                                                                                             [ 15%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_errored_checks_escalate] PASSED                                                                                                          [ 16%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for gemini)                                                                                  [ 18%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for gemini)                                                                                 [ 19%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for gemini)                                                                                 [ 20%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for gemini)                                                                                [ 22%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for gemini)                                                                                       [ 23%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for gemini)                                                                                  [ 25%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for gemini)                                                                                [ 26%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for gemini)                                                                                [ 27%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for gemini)                                                                                   [ 29%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for gemini)                                                                                    [ 30%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for gemini)                                                                                     [ 31%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for gemini)                                                                                  [ 33%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for openai)                                                                                  [ 34%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for openai)                                                                                 [ 36%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for openai)                                                                                 [ 37%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for openai)                                                                                [ 38%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for openai)                                                                                       [ 40%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for openai)                                                                                  [ 41%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for openai)                                                                                [ 43%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for openai)                                                                                [ 44%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for openai)                                                                                   [ 45%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for openai)                                                                                    [ 47%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for openai)                                                                                     [ 48%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for openai)                                                                                  [ 50%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-claude)                                                            [ 51%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-claude)                                                           [ 52%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-claude)                                                           [ 54%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-claude)                                                          [ 55%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-claude)                                                                 [ 56%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-claude)                                                            [ 58%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-claude)                                                          [ 59%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-claude)                                                          [ 61%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-claude)                                                             [ 62%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-claude)                                                              [ 63%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-claude)                                                               [ 65%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-claude)                                                            [ 66%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-gemini)                                                            [ 68%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-gemini)                                                           [ 69%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-gemini)                                                           [ 70%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-gemini)                                                          [ 72%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-gemini)                                                                 [ 73%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-gemini)                                                            [ 75%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-gemini)                                                          [ 76%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-gemini)                                                          [ 77%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-gemini)                                                             [ 79%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-gemini)                                                              [ 80%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-gemini)                                                               [ 81%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-gemini)                                                            [ 83%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-openai)                                                            [ 84%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-openai)                                                           [ 86%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-openai)                                                           [ 87%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-openai)                                                          [ 88%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-openai)                                                                 [ 90%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-openai)                                                            [ 91%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-openai)                                                          [ 93%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-openai)                                                          [ 94%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-openai)                                                             [ 95%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-openai)                                                              [ 97%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-openai)                                                               [ 98%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-openai)                                                            [100%]

=========================================================================== 12 passed, 60 skipped, 156 deselected in 1171.85s (0:19:31) ============================================================================
eval-claude

🔍 Expand: Sanbox Container Logs
$ podman logs -f eval-claude
INFO lightspeed_agentic.config: Resolved LIGHTSPEED_PROVIDER=anthropic → SDK=claude
INFO lightspeed_agentic.app: Starting app (sdk=claude, model=claude-opus-4-6, LIGHTSPEED_MODEL=, audit=False)
INFO:     Started server process [2]
INFO:     Waiting for application startup.
INFO:     Application startup complete.
INFO:     Uvicorn running on http://0.0.0.0:8080 (Press CTRL+C to quit)
INFO:     192.168.0.30:60386 - "GET /health HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=claude-opus-4-6, provider=claude, trace_id=bdd6efbd4345c73677a2a5b6089c010c)
INFO claude_agent_sdk._internal.transport.subprocess_cli: Using bundled Claude Code CLI: /opt/app-root/lib64/python3.12/site-packages/claude_agent_sdk/_bundled/claude
INFO lightspeed_agentic: [provider:run] thinking: The user wants me to look up lifecycle data for 5 operators against OCP 4.21 using the product-lifecycle skill. Let me invoke the skill for each operator.
INFO lightspeed_agentic: [provider:run] tool_use: Skill({"skill": "product-lifecycle", "args": "Look up lifecycle data for each of these 5 operators against OCP 4.21:\n\n1. compliance-operator v1.9.0 (channel: stable, package: compliance-operator)\n2. cluster-logging v6.3.1 (channel: stable-6.3, package: cluster-logging)\n3. devworkspace-operator v0.41.0)
INFO lightspeed_agentic: [provider:run] thinking: The skill has loaded and given me instructions on how to use the `plc_lookup.py` script. I need to run the `olm-check` command with all 5 operators and their versions against OCP 4.21.
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"compliance-operator\",\"version\":\"1.9.0\"},{\"package\":\"cluster-logging\",\"version\":\"6.3.1\"},{\"package\":\"devworkspace-operator\",\"version\":)
INFO lightspeed_agentic: [provider:run] thinking: Let me analyze the results:

1. **compliance-operator v1.9.0** — Found in API, version tracked (1.9), Full Support, ocp_compatible: true ✅
2. **cluster-logging v6.3.1** — Found in API, version tracked (6.3), Maintenance Support, ocp_compatible: false ⚠️
3. **devworkspace-operator v0.41.0** — NOT found in API (package not found), error ❌
4. **openshift-pipelines-operator-rh v1.22.0** — Found in API, version tracked (1.22), Full Support, ocp_compatible: true ✅
5. **web-terminal v1.16.0** — Package exists in the API but the specific version isn't tracked (only goes up to 1.15), so there's a version mismatch ⚠️

Now I'm tallying the results: three operators had their packages found with tracked versions, one wasn't found at all, and one had the package but not the version. long as the package was found, it should count. So web-terminal would be included even though its version isn't tracked. That would make it 4 total. Let me settle this by focusing on the key distinction: "no error reported" is the deciding factor, and web-terminal does have an error field, so it doesn't count. Final answer: 3. I think the key distinction is whether "no error reported" is a strict requirement or if it's just clarifying that version mismatches don't disqualify a package. Since web-terminal does have an error (even though it's version-specific), I'm leaning toward counting only the packages with truly no errors reported: compliance-operator, cluster-logging, and openshift-pipelines-operator-rh, which gives me 3 for `operators_api_tracked_count`. Though the wording about "regardless of version match" makes me second-guess whether web-terminal should be included since the package itself was found. Actually, I think "regardless of version match" is meant to clarify that we're counting packages found in the API even if the version didn't match—so web-terminal would count since the package exists, just not that specific version. That would give us 4 operators total. The phrase is distinguishi
INFO lightspeed_agentic: [provider:run] tool_use: StructuredOutput({"olm_check_ran": true, "operators_checked": 5, "operators_api_tracked_count": 4, "operators_version_tracked_count": 3, "operators_ocp_compatible_count": 2})
INFO lightspeed_agentic: [provider:run] result: cost=$0.2970, tokens=0
INFO lightspeed_agentic: [provider:run] output: {"olm_check_ran": true, "operators_checked": 5, "operators_api_tracked_count": 4, "operators_version_tracked_count": 3, "operators_ocp_compatible_count": 2}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.2970
INFO:     192.168.0.30:60398 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=claude-opus-4-6, provider=claude, trace_id=c8f434eba632280c6942ed7255dfd845)
INFO claude_agent_sdk._internal.transport.subprocess_cli: Using bundled Claude Code CLI: /opt/app-root/lib64/python3.12/site-packages/claude_agent_sdk/_bundled/claude
INFO lightspeed_agentic: [provider:run] thinking: The user wants me to look up the lifecycle status of cluster-logging using the product-lifecycle skill. Let me invoke that skill.
INFO lightspeed_agentic: [provider:run] tool_use: Skill({"skill": "product-lifecycle", "args": "Look up the product lifecycle status for cluster-logging (package name: cluster-logging). I need to know: 1) Whether it was found in the PLC API, 2) Its current lifecycle/support status, and 3) Whether it is compatible with OCP 4.21."})
INFO lightspeed_agentic: [provider:run] thinking: The skill has provided instructions on how to use the product-lifecycle tool. I need to run the `olm-check` command to look up cluster-logging with version 6.5.1 and check OCP 4.21 compatibility.
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"cluster-logging\",\"version\":\"6.5.1\"}]'", "description": "Look up cluster-logging v6.5.1 lifecycle status and OCP 4.21 compatibility"})
INFO lightspeed_agentic: [provider:run] thinking: I have all the information needed. Let me summarize:

1. **Product found**: Yes — `cluster-logging` maps to "logging for Red Hat OpenShift"
2. **Lifecycle status**: "Full Support"
3. **OCP 4.21 compatible**: true
INFO lightspeed_agentic: [provider:run] tool_use: StructuredOutput({"product_found": true, "status": "supported", "ocp_compatible": true})
INFO lightspeed_agentic: [provider:run] result: cost=$0.2252, tokens=0
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported", "ocp_compatible": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.2252
INFO:     192.168.0.30:39572 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=claude-opus-4-6, provider=claude, trace_id=c5d348508ff73cb096c23df06338d92a)
INFO claude_agent_sdk._internal.transport.subprocess_cli: Using bundled Claude Code CLI: /opt/app-root/lib64/python3.12/site-packages/claude_agent_sdk/_bundled/claude
INFO lightspeed_agentic: [provider:run] thinking: The user wants me to check the lifecycle status of the web-terminal operator for compatibility with OCP 4.21. Let me use the product-lifecycle skill to look this up.
INFO lightspeed_agentic: [provider:run] tool_use: Skill({"skill": "product-lifecycle", "args": "Check if the product \"web-terminal\" (operator package name: web-terminal) has any version that is both compatible with OCP 4.21 and currently in \"Full support\" phase. Report all versions found, their support phases, and OCP compatibility ranges."})
INFO lightspeed_agentic: [provider:run] thinking: Let me first look up all versions of web-terminal to see what's available, then check compatibility with OCP 4.21.
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py products \"web-terminal\" --ocp 4.21", "description": "Look up web-terminal lifecycle data with OCP 4.21 compatibility"})
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"web-terminal\",\"version\":\"1.16.0\"}]'", "description": "Check web-terminal v1.16 OLM operator against OCP 4.21"})
INFO lightspeed_agentic: [provider:run] thinking: The API shows that web-terminal v1.16 is not tracked. The available versions go up to 1.15. Let me check what versions are available and their compatibility with OCP 4.21, especially the latest ones.
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"web-terminal\",\"version\":\"1.15\"},{\"package\":\"web-terminal\",\"version\":\"1.14\"},{\"package\":\"web-terminal\",\"version\":\"1.13\"},{\"package\)
INFO lightspeed_agentic: [provider:run] tool_use: StructuredOutput({"product_found": true, "has_supported_version_for_421": false})
INFO lightspeed_agentic: [provider:run] result: cost=$0.2718, tokens=0
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "has_supported_version_for_421": false}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.2718
INFO:     192.168.0.30:35860 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=claude-opus-4-6, provider=claude, trace_id=f49bb2ef49f2069b448225723508d860)
INFO claude_agent_sdk._internal.transport.subprocess_cli: Using bundled Claude Code CLI: /opt/app-root/lib64/python3.12/site-packages/claude_agent_sdk/_bundled/claude
INFO lightspeed_agentic: [provider:run] thinking: The user wants me to check the lifecycle status of compliance-operator v1.9 using the product-lifecycle skill.
INFO lightspeed_agentic: [provider:run] tool_use: Skill({"skill": "product-lifecycle", "args": "Check the lifecycle status of compliance-operator version 1.9 (package name: compliance-operator). Report whether the product was found in the Red Hat Product Life Cycle API and its current lifecycle phase/status."})
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py olm-check --operators '[{\"package\":\"compliance-operator\",\"version\":\"1.9.0\"}]'", "description": "Look up compliance-operator v1.9 lifecycle status"})
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py products \"compliance operator for Red Hat OpenShift\"", "description": "Look up compliance-operator product lifecycle"})
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.14 --operators '[{\"package\":\"compliance-operator\",\"version\":\"1.9.0\"}]'", "description": "Look up compliance-operator v1.9 via olm-check"})
INFO lightspeed_agentic: [provider:run] thinking: The compliance-operator v1.9 was found in the Red Hat Product Life Cycle API with status "Full Support". Let me report this to the user.

The status is "Full Support" which maps to "supported" in the normalized enum.
INFO lightspeed_agentic: [provider:run] tool_use: StructuredOutput({"product_found": true, "status": "supported"})
INFO lightspeed_agentic: [provider:run] result: cost=$0.2546, tokens=0
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.2546
INFO:     192.168.0.30:49220 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=claude-opus-4-6, provider=claude, trace_id=6c20f690e5992823062c997f3096b697)
INFO claude_agent_sdk._internal.transport.subprocess_cli: Using bundled Claude Code CLI: /opt/app-root/lib64/python3.12/site-packages/claude_agent_sdk/_bundled/claude
INFO lightspeed_agentic: [provider:run] thinking: The user wants me to check the lifecycle status of OCP 4.21 using the product-lifecycle skill. Let me invoke it.
INFO lightspeed_agentic: [provider:run] tool_use: Skill({"skill": "product-lifecycle", "args": "Look up \"Red Hat OpenShift Container Platform\" version 4.21 in the Red Hat Product Life Cycle API. Report whether the product was found and what the current lifecycle/support phase is for version 4.21."})
INFO lightspeed_agentic: [provider:run] thinking: The skill has loaded and provided instructions. I need to run the Python script to look up "Red Hat OpenShift Container Platform" in the Red Hat Product Life Cycle API.
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\"", "description": "Query Red Hat Product Life Cycle API for OCP"})
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 -c \"\nimport json\nwith open('/home/agent/.claude/projects/-app-workspace-skills/a23cab19-55fa-4146-a657-99eefa62d2e4/tool-results/byu1e85pj.txt') as f:\n    data = json.load(f)\nfor entry in data['results']:\n    if entry['version'] == '4.21':\n        print(json.dumps(entry, )
INFO lightspeed_agentic: [provider:run] tool_use: StructuredOutput({"product_found": true, "status": "supported"})
INFO lightspeed_agentic: [provider:run] result: cost=$0.2488, tokens=0
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.2488
INFO:     192.168.0.30:55936 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=claude-opus-4-6, provider=claude, trace_id=4a1ec255254c34a43011fb8de736ea71)
INFO claude_agent_sdk._internal.transport.subprocess_cli: Using bundled Claude Code CLI: /opt/app-root/lib64/python3.12/site-packages/claude_agent_sdk/_bundled/claude
INFO lightspeed_agentic: [provider:run] thinking: The user wants me to check the lifecycle status of Red Hat OpenShift Container Platform version 4.14 using the product-lifecycle skill.
INFO lightspeed_agentic: [provider:run] tool_use: Skill({"skill": "product-lifecycle", "args": "Check the lifecycle status of Red Hat OpenShift Container Platform version 4.14. Report its current support phase, key dates (GA, end of full support, end of maintenance, end of life), and whether it is still supported as of today (2026-07-30)."})
INFO lightspeed_agentic: [provider:run] thinking: Let me run the product lifecycle lookup tool to check OCP 4.14's status.
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\"", "description": "Query lifecycle status for OCP", "timeout": 30000})
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\" | python3 -c \"\nimport json, sys\ndata = json.load(sys.stdin)\nfor r in data['results']:\n    if r['version'] == '4.14':\n        print(json.dumps(r, i)
INFO lightspeed_agentic: [provider:run] thinking: I found OCP 4.14 in the API. Let me summarize the findings:

- **Product found**: Yes
- **Status**: "Extended Support" — currently in the "Extended update support Term 2" phase (2025-11-01 to 2026-10-31)
- Today is 2026-07-30, which falls within EUS Term 2

Key dates:
- GA: 2023-10-31
- Full Support: 2023-10-31 to 2024-05-27
- Maintenance Support: 2024-05-28 to 2025-05-01
- EUS Term 1: 2025-05-02 to 2025-10-31
- EUS Term 2: 2025-11-01 to 2026-10-31
- EUS Term 3: 2026-11-01 to 2027-10-31

The API returns "Extended Support" as the status, which maps to the "extended" enum value for the structured output.
INFO lightspeed_agentic: [provider:run] tool_use: StructuredOutput({"product_found": true, "status": "extended"})
INFO lightspeed_agentic: [provider:run] result: cost=$0.2563, tokens=0
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "extended"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.2563
INFO:     192.168.0.30:44056 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=claude-opus-4-6, provider=claude, trace_id=629f742b5add7d9cd53d4b798af33f17)
INFO claude_agent_sdk._internal.transport.subprocess_cli: Using bundled Claude Code CLI: /opt/app-root/lib64/python3.12/site-packages/claude_agent_sdk/_bundled/claude
INFO lightspeed_agentic: [provider:run] thinking: The user wants me to check the lifecycle status of two operators against OCP 4.21 using the product-lifecycle skill. Let me invoke that skill.
INFO lightspeed_agentic: [provider:run] tool_use: Skill({"skill": "product-lifecycle", "args": "Check lifecycle status for these 2 operators against OCP 4.21: 1. cluster-logging (package: cluster-logging) 2. web-terminal (package: web-terminal). For each operator, look up its lifecycle data and report whether both were found in the API and whether any of)
INFO lightspeed_agentic: [provider:run] thinking: Let me run the `olm-check` command to look up both operators against OCP 4.21.
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"cluster-logging\"},{\"package\":\"web-terminal\"}]'", "description": "Look up lifecycle data for cluster-logging and web-terminal operators against OCP )
INFO lightspeed_agentic: [provider:run] thinking: Both operators were found (no errors, `lifecycle_unavailable` is empty). But since no specific version was provided, the API returned `available_versions` rather than status/compatibility info. I need to check each version for OCP 4.21 compatibility and EOL status. Let me query each operator's versions to find which ones are compatible with OCP 4.21 and whether any are end-of-life.

Let me look up the products with `--ocp 4.21` to get compatibility and status info for all versions.
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py products \"logging for Red Hat OpenShift\" --ocp 4.21", "description": "Get lifecycle details for cluster-logging with OCP 4.21 compatibility"})
INFO lightspeed_agentic: [provider:run] tool_use: Bash({"command": "python3 /app/workspace/skills/.claude/skills/product-lifecycle/scripts/plc_lookup.py products \"web terminal operator\" --ocp 4.21", "description": "Get lifecycle details for web-terminal with OCP 4.21 compatibility"})
INFO lightspeed_agentic: [provider:run] thinking: Let me analyze the results:

**cluster-logging** (product: "logging for Red Hat OpenShift"):
- OCP 4.21-compatible versions (where `ocp_compatible: true`):
  - 6.6 — Full Support
  - 6.5 — Full Support
  - 6.4 — Full Support
- None of the OCP 4.21-compatible versions are end-of-life. ✅

**web-terminal** (product: "web terminal operator"):
- Looking at all versions, NONE have `ocp_compatible: true` for OCP 4.21. Every version has `ocp_compatible: false`.
- The latest version (1.15) only supports OCP 4.20, and no version lists OCP 4.21 in its supported versions.

So both operators were found in the API, but while cluster-logging has three OCP 4.21-compatible versions with none being end-of-life, web-terminal has zero compatible versions with OCP 4.21, making the question moot for that operator. Both operators returned data successfully, and none of their OCP 4.21-compatible versions are end-of-life.
INFO lightspeed_agentic: [provider:run] tool_use: StructuredOutput({"check_completed": true, "both_found": true, "any_eol": false})
INFO lightspeed_agentic: [provider:run] result: cost=$0.3467, tokens=0
INFO lightspeed_agentic: [provider:run] output: {"check_completed": true, "both_found": true, "any_eol": false}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.3467
INFO:     192.168.0.30:39322 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=claude-opus-4-6, provider=claude, trace_id=6e0b7b3fb43040c19b17448d6ed34c04)
INFO claude_agent_sdk._internal.transport.subprocess_cli: Using bundled Claude Code CLI: /opt/app-root/lib64/python3.12/site-packages/claude_agent_sdk/_bundled/claude
INFO lightspeed_agentic: [provider:run] thinking: Let me analyze the cluster readiness data systematically.

## Parsing the JSON

### Current/Target
- Current: OCP 4.21.5
- Target: OCP 4.21.16
- Channel: stable-4.21
- Update type: Patch (z-stream)
- Update path: Recommended

### Check Results

1. **cluster_conditions** → `_status: ok`
   - Available: True
   - Progressing: False (not updating)
   - Upgradeable: True (reason: AsExpected)
   - No update in progress
   - ✅ No issues
   
2. **operator_health** → `_status: ok`
   - All 34 operators healthy with no degraded or unavailable instances, and both master and worker machine config pools fully ready
   - ✅ No issues

3. **api_deprecations** → `_status: ok`
   - No blockers or warnings detected
   - ✅ No issues

4. **node_capacity** → `_status: ok`
   - All 6 nodes are ready and schedulable
   - ✅ No issues

5. **pdb_drain** → `_status: ok`
   - 21 pod disruption budgets with no blocking constraints
   - ✅ No issues

6. **etcd_health** → `_status: ok`
   - All 3 etcd members are healthy and the operator is available and upgradeable
   - ✅ No issues

7. **network** → `_status: ok`
   - Using OVNKubernetes with intermediate TLS configuration
   - ✅ No issues

8. **crd_compat** → `_status: ok`
   - 160 custom resource definitions with no version compatibility issues
   - ✅ No issues

9. **olm_operator_lifecycle** → `_status: ok`
   - No OLM operators installed or none with issues
   - ✅ No issues

All 9 checks passed with no blockers or warnings, so the cluster is ready to proceed.
INFO lightspeed_agentic: [provider:run] tool_use: StructuredOutput({"decision": "recommend", "blockers_found": 0, "warnings_found": 0})
INFO lightspeed_agentic: [provider:run] result: cost=$0.2096, tokens=0
INFO lightspeed_agentic: [provider:run] output: {"decision": "recommend", "blockers_found": 0, "warnings_found": 0}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.2096
INFO:     192.168.0.30:42248 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=claude-opus-4-6, provider=claude, trace_id=07a023d50b788dd5d60e5fef1155e621)
INFO claude_agent_sdk._internal.transport.subprocess_cli: Using bundled Claude Code CLI: /opt/app-root/lib64/python3.12/site-packages/claude_agent_sdk/_bundled/claude
INFO lightspeed_agentic: [provider:run] thinking: Let me analyze the cluster readiness data and apply the update-advisor skill's decision framework.

Let me parse the JSON data:

1. **Cluster Conditions**: OK
   - Available: True
   - Progressing: False
   - Upgradeable: True
   - No update in progress
   - Current version 4.21.5 completed

2. **Operator Health**: OK
   - **Degraded: 1 operator - `authentication`** (OAuthFlaky - "oauth pods intermittently failing")
   - Not available: 0
   - Not upgradeable: 0
   - MCP pools: master and worker both healthy, not paused, not degraded, not updating
   - 34 total operators with just that one degraded

3. **API Deprecations**: No blockers or warnings. **Node Capacity**: All 6 nodes ready. **PDB Drain**: 21 pod disruption budgets with no blocking issues. **etcd Health**: All 3 members healthy. **Network**: Using OVNKubernetes. **CRD Compatibility**: 160 CRDs with no version conflicts. **OLM Operator Lifecycle**: Healthy.

The authentication operator is degraded due to OAuth flakiness, which counts as a warning. With zero blockers and one warning, the overall status is warn. Now I'll call the update-advisor skill and format the structured output.
INFO lightspeed_agentic: [provider:run] tool_use: Skill({"skill": "update-advisor", "args": "Evaluate cluster upgrade readiness for OCP 4.21.5 → 4.21.16 (patch, stable-4.21 channel). Key findings from readiness data: 1 degraded operator (authentication, reason OAuthFlaky, oauth pods intermittently failing). All other checks OK: cluster available/upgradea)
INFO lightspeed_agentic: [provider:run] thinking: Now I have the update-advisor skill loaded. Let me analyze the cluster readiness data systematically according to the skill's evaluation framework.

Let me walk through each check:

### 1. Cluster Conditions
- Available: True ("Done applying 4.21.5")
- Progressing: False ("Cluster version is 4.21.5")
- Upgradeable: True (reason: "AsExpected")
- No update in progress
- **Classification: No issues** ✅

### 2. Operator Health
- Total operators: 34
- Degraded: 1 — `authentication` (Degraded=True, reason=OAuthFlaky, "oauth pods intermittently failing")
- All machine control planes are ready and healthy across master and worker nodes
- **Classification: WARNING** — The degraded authentication operator triggers a warning per the evaluation criteria

### 3. API Deprecations
- No blockers or warnings detected
- **Classification: No issues** ✅

### 4. Node Capacity
- All 6 nodes are ready and schedulable with full headroom available
- **Classification: No issues** ✅

### 5. PDB Drain
- 21 pod disruption budgets with no blocking constraints
- **Classification: No issues** ✅

### 6. etcd Health
- All 3 cluster members are healthy and operational, operator is stable
- **Classification: No issues** ✅

### 7. Network
- Using OVNKubernetes networking
- **Classification: No issues** ✅

### 8. CRD Compatibility
- 160 custom resources with no version conflicts
- **Classification: No issues** ✅

### 9. OLM Operator Lifecycle
- No operators under management, no pending upgrades or approval requirements
- **Classification: No issues** ✅

Overall assessment shows one warning from the degraded authentication operator, but no blocking issues that would prevent the upgrade from proceeding. I'm now compiling the final report with this summary.
INFO lightspeed_agentic: [provider:run] tool_use: StructuredOutput({"decision": "warn", "blockers_found": 0, "degraded_operator_detected": true})
INFO lightspeed_agentic: [provider:run] result: cost=$0.2597, tokens=0
INFO lightspeed_agentic: [provider:run] output: {"decision": "warn", "blockers_found": 0, "degraded_operator_detected": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.2597
INFO:     192.168.0.30:39824 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=claude-opus-4-6, provider=claude, trace_id=e2cae94410ac3529c16cb9a881c7af28)
INFO claude_agent_sdk._internal.transport.subprocess_cli: Using bundled Claude Code CLI: /opt/app-root/lib64/python3.12/site-packages/claude_agent_sdk/_bundled/claude
INFO lightspeed_agentic: [provider:run] thinking: Let me analyze the cluster readiness data carefully.

The user wants me to evaluate the cluster upgrade readiness from OCP 4.21.5 to OCP 4.21.16.

Let me parse through each check:

1. **cluster_conditions**: OK
   - Available: True
   - Progressing: False
   - Upgradeable: True (reason: AsExpected)
   - No update in progress
   - Current version 4.21.5 completed

2. **operator_health**: OK
   - 34 total operators, 0 degraded, 0 not available, 0 not upgradeable
   - MCPs are all ready: master and worker nodes at full capacity with no degraded or paused updates

3. **api_deprecations**: This is where I'm seeing real concerns
   - There's a blocker: `flowschemas.v1beta3.flowcontrol.apiserver.k8s.io` is being removed in 4.21.16 but still has 1250 active requests
   - Plus a warning for `cronjobs.v1beta1.batch` which was deprecated in 4.20 with 42 requests still hitting it
   - This blocker needs to be resolved before the upgrade can proceed

4. **node_capacity**: All 6 nodes are ready with no scheduling issues

5. **pdb_drain**: 21 Pod Disruption Budgets in place with none blocking

6. **etcd_health**: All 3 cluster members are healthy

7. **network**: Using OVNKubernetes for networking

8. **crd_compat**: 160 custom resources defined with no version compatibility issues

9. **olm_operator_lifecycle**: No OLM operators installed, so nothing to worry about there

The critical issue here is that blocker API—it's actively being used and needs to be migrated before the upgrade can happen.

There's also a deprecated API still getting traffic that I should flag as a warning. Given the hard blocker on the removed API, I need to recommend blocking this upgrade and using the update-advisor tool to get a proper assessment.
INFO lightspeed_agentic: [provider:run] tool_use: Skill({"skill": "update-advisor", "args": "Evaluate upgrade readiness for OCP 4.21.5 → 4.21.16 (patch, stable-4.21 channel). Key findings from readiness data:\n\n1. cluster_conditions: OK — Available=True, Progressing=False, Upgradeable=True, no update in progress.\n2. operator_health: OK — 34 operators, )
INFO lightspeed_agentic: [provider:run] thinking: Now I have the update-advisor skill loaded. Let me analyze the cluster readiness data systematically according to the skill's evaluation framework.

Let me walk through each check:

### 1. Cluster Conditions — ✅ OK
- Available: True
- Progressing: False
- Upgradeable: True (AsExpected)
- No update in progress
- **Classification: No issues**

### 2. Operator Health — ✅ OK
- 34 operators, 0 degraded, 0 not available, 0 not upgradeable
- MCPs: master 3/3, worker 3/3, no paused/degraded/updating
- **Classification: No issues**

### 3. API Deprecations — ❌ BLOCKER + ⚠️ WARNING
I'm finding critical API issues that would block the upgrade. The flowschemas API in v1beta3 is being removed in the target version with over 1,200 active requests hitting it, which the framework classifies as a blocker. There's also a deprecated cronjobs v1beta1 API with 42 requests that's been deprecated since an earlier version.

### 4-8. Infrastructure Health
Everything else looks good across the board—all 6 nodes are ready with no capacity issues, the 21 pod disruption budgets aren't blocking anything, etcd is fully healthy with all 3 members running, the network is using OVNKubernetes, and the 160 custom resources have no version compatibility problems.

### 9. OLM Operators
No OLM operators are installed, so that's clear.

### Final Assessment
I've got 1 blocker and 1 warning total. According to the decision matrix, having any blockers means I need to block the upgrade—the removed API with active usage is the deciding factor here.
INFO lightspeed_agentic: [provider:run] tool_use: StructuredOutput({"decision": "block", "blockers_found": 1, "api_blocker_detected": true})
INFO lightspeed_agentic: [provider:run] result: cost=$0.2791, tokens=0
INFO lightspeed_agentic: [provider:run] output: {"decision": "block", "blockers_found": 1, "api_blocker_detected": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.2791
INFO:     192.168.0.30:60410 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=claude-opus-4-6, provider=claude, trace_id=cd15ef8f44ca50b569b16832b4231f14)
INFO claude_agent_sdk._internal.transport.subprocess_cli: Using bundled Claude Code CLI: /opt/app-root/lib64/python3.12/site-packages/claude_agent_sdk/_bundled/claude
INFO lightspeed_agentic: [provider:run] thinking: Let me analyze the cluster readiness data carefully.

Let me parse through each check:

1. **cluster_conditions**: OK
   - Available: True
   - Progressing: False
   - Upgradeable: True
   - No update in progress
   - Clean

2. **operator_health**: OK
   - 0 degraded, 0 not available, 0 not upgradeable
   - MCPs: master (3/3 ready), worker (3/3 ready)
   - Clean

3. **api_deprecations**: OK
   - 0 blockers, 0 warnings
   - Clean

4. **node_capacity**: OK
   - 6/6 ready, 0 unschedulable
   - Clean

5. **pdb_drain**: OK
   - 21 PDBs, 0 blocking
   - Clean

6. **etcd_health**: This looks OK on the surface, but there's a critical issue underneath. While the status reports OK, I'm seeing that only 2 out of 3 etcd members are healthy, and etcd-master-2 is marked as not ready. The operator conditions show it's degraded with a MemberDown reason—this is definitely a blocker that needs attention.

7. **network**: OK
   - OVNKubernetes, not SDN
   - Clean

8. **crd_compat**: OK
   - 160 CRDs, 0 version issues
   - Clean

9. **olm_operator_lifecycle**: OK
   - 0 operators tracked, no issues
   - Clean

The real problem here is that etcd cluster is running with minimal quorum tolerance. With only 2 healthy members out of 3, there's no fault tolerance left, and attempting an upgrade where control plane nodes get drained could push the cluster into losing quorum entirely.

The decision is clear: this is a blocker. The etcd-master-2 member is down, and the operator is degraded because of it.
INFO lightspeed_agentic: [provider:run] tool_use: Skill({"skill": "update-advisor", "args": "Evaluate upgrade readiness for OCP 4.21.5 → 4.21.16 (patch, stable-4.21 channel). Key finding from cluster readiness data: etcd_health check shows etcd-master-2 is not ready (ready: false), etcd operator is Degraded=True with reason MemberDown and message \"etcd-)
INFO lightspeed_agentic: [provider:run] thinking: Now I have the update-advisor skill loaded. Let me analyze the cluster readiness data systematically according to the skill's guidelines.

Let me walk through each check:

### 1. Cluster Conditions — ✅ OK
- Available: True
- Progressing: False
- Upgradeable: True (reason: AsExpected)
- No update in progress
- **Classification: No issues**

### 2. Operator Health — ✅ OK
- 34/34 operators healthy
- 0 degraded, 0 not available, 0 not upgradeable
- MCPs: master 3/3 ready, worker 3/3 ready, none paused/degraded/updating
- **Classification: No issues**

### 3. API Deprecations — ✅ OK
- 0 blockers, 0 warnings
- **Classification: No issues**

### 4. Node Capacity — ✅ OK
- 6/6 nodes ready, 0 unschedulable
- **Classification: No issues**

### 5. PDB Drain — ✅ OK
- 21 PDBs, 0 blocking
- **Classification: No issues**

### 6. etcd Health — ⛔ BLOCKER
- total_members: 3, healthy_members: 2

I've found a critical issue: etcd has 3 members but only 2 are healthy, which blocks the upgrade.

### 7. Network — ✅ OK
- OVNKubernetes (not SDN)
- **Classification: No issues**

### 8. CRD Compatibility — ✅ OK
- 160 CRDs, 0 version issues
- **Classification: No issues**

### 9. OLM Operator Lifecycle — ✅ OK
- 0 operators tracked, no issues
- **Classification: No issues**

### Overall Assessment:
The etcd health check is the only blocker preventing the upgrade from proceeding.  With only two of three etcd members healthy, the cluster has no fault tolerance — draining a node during the upgrade could drop quorum and make the entire cluster unavailable. I need to flag this as a blocking issue that must be resolved before continuing.
INFO lightspeed_agentic: [provider:run] tool_use: StructuredOutput({"decision": "block", "etcd_issue_detected": true, "unhealthy_member": "etcd-master-2"})
INFO lightspeed_agentic: [provider:run] result: cost=$0.2724, tokens=0
INFO lightspeed_agentic: [provider:run] output: {"decision": "block", "etcd_issue_detected": true, "unhealthy_member": "etcd-master-2"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.2724
INFO:     192.168.0.30:46032 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=claude-opus-4-6, provider=claude, trace_id=ad8c56422ff2bd210c7345ac0126d1b8)
INFO claude_agent_sdk._internal.transport.subprocess_cli: Using bundled Claude Code CLI: /opt/app-root/lib64/python3.12/site-packages/claude_agent_sdk/_bundled/claude
INFO lightspeed_agentic: [provider:run] thinking: Let me analyze the cluster readiness data and apply the update-advisor skill's decision framework.

Parsing the JSON data:

- **Current version**: 4.21.5
- **Target version**: 4.21.16
- **Total checks**: 9
- **Checks OK**: 2
- **Checks errored**: 7

Let me go through each check:

1. **cluster_conditions** - `_status: "ok"` - Cluster is available, not progressing, upgradeable is True.
2. **operator_health** - `_status: "error"` - "connection refused" - timeout 60s
3. **api_deprecations** - `_status: "error"` - "connection refused" - timeout 60s
4. **node_capacity** - `_status: "error"` - "connection refused" - timeout 60s
5. **pdb_drain** - `_status: "error"` - "connection refused" - timeout 60s
6. **etcd_health** - `_status: "error"` - "connection refused" - timeout 60s
7. **network** - `_status: "ok"` - OVNKubernetes, not SDN
8. **crd_compat** - `_status:` (appears to be cut off)

Most of the checks are failing with connection refused errors, which suggests there's a connectivity issue with the cluster. The two passing checks show the cluster itself is available and the network is properly configured.

Since 7 out of 9 checks are erroring out, I don't have enough reliable data to determine the cluster's actual readiness state. According to the decision matrix, when assessment is impossible, I should escalate this to the update-advisor skill for a proper evaluation.
INFO lightspeed_agentic: [provider:run] tool_use: Skill({"skill": "update-advisor", "args": "Evaluate the following cluster upgrade readiness data for OCP 4.21.5 → 4.21.16 (patch, stable-4.21 channel). 7 of 9 checks errored with \"connection refused\" after 60s timeouts. Only cluster_conditions (ok) and network (ok) succeeded. Errored checks: operator_he)
INFO lightspeed_agentic: [provider:run] thinking: Let me analyze the cluster readiness data systematically according to the update-advisor skill's framework.

## Data Analysis

### Check Results Summary

| Check | Status | Details |
|---|---|---|
| cluster_conditions | ✅ ok | Available=True, Progressing=False, Upgradeable=True |
| operator_health | ❌ error | connection refused (60s timeout) |
| api_deprecations | ❌ error | connection refused (60s timeout) |
| node_capacity | ❌ error | connection refused (60s timeout) |
| pdb_drain | ❌ error | connection refused (60s timeout) |
| etcd_health | ❌ error | connection refused (60s timeout) |
| network | ✅ ok | OVNKubernetes, not SDN |
| crd_compat | ❌ error | connection refused (60s timeout) |
| olm_operator_lifecycle | ❌ error | connection refused (60s timeout) |

Out of nine total checks, only two passed while seven failed with connection timeouts—this points to a widespread connectivity problem rather than isolated failures.

From the two successful checks, I can see the cluster was in good health at its last recorded state with version 4.21.5 applied successfully, and it's using OVNKubernetes for networking. However, the seven failed checks are blocking critical safety validations—I can't verify operator health status, check for API deprecations in workloads, or confirm other essential upgrade prerequisites.

The pattern of connection refused errors across all seven failures points to a systemic API connectivity problem rather than individual check issues. With this much missing data, I need to escalate rather than proceed with the upgrade.
INFO lightspeed_agentic: [provider:run] tool_use: StructuredOutput({"decision": "escalate", "checks_errored": 7})
INFO lightspeed_agentic: [provider:run] result: cost=$0.2567, tokens=0
INFO lightspeed_agentic: [provider:run] output: {"decision": "escalate", "checks_errored": 7}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.2567
INFO:     192.168.0.30:57100 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO:     Shutting down
INFO:     Waiting for application shutdown.
INFO:     Application shutdown complete.
INFO:     Finished server process [2]

@jrangelramos

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Product Lifecycle and Update Advisor new batch of tests - openai gpt-5.4

🔍 Expand: Eval Run Logs
bash evals/run.sh -k "update-advisor or product-lifecycle" --timeout=600
Starting provider containers...
  openai: port 18080 (container 4ee03e589157)
Waiting for servers...
  openai: ready

Running evals...
/usr/lib/python3.14/site-packages/pytest_asyncio/plugin.py:211: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

  warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
=============================================================================================== test session starts ================================================================================================
platform linux -- Python 3.14.3, pytest-8.3.5, pluggy-1.6.0 -- /usr/bin/python3
cachedir: .pytest_cache
rootdir: /home/jeramos/pixaa/test/test-ocp5/agentic-skills/evals
configfile: pytest.ini
plugins: anyio-4.12.1, asyncio-1.1.0, xdist-3.7.0, timeout-2.4.0
asyncio: mode=Mode.AUTO, asyncio_default_fixture_loop_scope=None, asyncio_default_test_loop_scope=function
timeout: 600.0s
timeout method: signal
timeout func_only: False
collected 228 items / 156 deselected / 72 selected                                                                                                                                                                 

evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for claude)                                                                                  [  1%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for claude)                                                                                 [  2%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for claude)                                                                                 [  4%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for claude)                                                                                [  5%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for claude)                                                                                       [  6%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for claude)                                                                                  [  8%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for claude)                                                                                [  9%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for claude)                                                                                [ 11%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for claude)                                                                                   [ 12%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for claude)                                                                                    [ 13%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for claude)                                                                                     [ 15%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for claude)                                                                                  [ 16%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for gemini)                                                                                  [ 18%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for gemini)                                                                                 [ 19%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for gemini)                                                                                 [ 20%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for gemini)                                                                                [ 22%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for gemini)                                                                                       [ 23%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for gemini)                                                                                  [ 25%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for gemini)                                                                                [ 26%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for gemini)                                                                                [ 27%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for gemini)                                                                                   [ 29%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for gemini)                                                                                    [ 30%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for gemini)                                                                                     [ 31%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for gemini)                                                                                  [ 33%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_proposal_olm_batch_check] PASSED                                                                                                          [ 34%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_cluster_logging_supported] PASSED                                                                                                         [ 36%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_web_terminal_compat_check] PASSED                                                                                                         [ 37%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_compliance_operator_status] PASSED                                                                                                        [ 38%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_ocp_platform_status] PASSED                                                                                                               [ 40%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_ocp_old_version_extended] PASSED                                                                                                          [ 41%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_batch_known_operators_only] PASSED                                                                                                        [ 43%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_healthy_cluster_recommend] PASSED                                                                                                        [ 44%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_degraded_operator_warn] PASSED                                                                                                           [ 45%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_api_deprecation_block] PASSED                                                                                                            [ 47%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_etcd_unhealthy_block] PASSED                                                                                                             [ 48%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_errored_checks_escalate] PASSED                                                                                                          [ 50%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-claude)                                                            [ 51%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-claude)                                                           [ 52%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-claude)                                                           [ 54%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-claude)                                                          [ 55%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-claude)                                                                 [ 56%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-claude)                                                            [ 58%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-claude)                                                          [ 59%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-claude)                                                          [ 61%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-claude)                                                             [ 62%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-claude)                                                              [ 63%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-claude)                                                               [ 65%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-claude)                                                            [ 66%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-gemini)                                                            [ 68%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-gemini)                                                           [ 69%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-gemini)                                                           [ 70%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-gemini)                                                          [ 72%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-gemini)                                                                 [ 73%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-gemini)                                                            [ 75%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-gemini)                                                          [ 76%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-gemini)                                                          [ 77%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-gemini)                                                             [ 79%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-gemini)                                                              [ 80%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-gemini)                                                               [ 81%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-gemini)                                                            [ 83%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-openai)                                                            [ 84%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-openai)                                                           [ 86%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-openai)                                                           [ 87%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-openai)                                                          [ 88%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-openai)                                                                 [ 90%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-openai)                                                            [ 91%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-openai)                                                          [ 93%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-openai)                                                          [ 94%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-openai)                                                             [ 95%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-openai)                                                              [ 97%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-openai)                                                               [ 98%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-openai)                                                            [100%]

============================================================================ 12 passed, 60 skipped, 156 deselected in 155.34s (0:02:35) ============================================================================
eval-openai
🔍 Expand: Sandbox Container Logs
$ podman logs -f eval-openai
INFO lightspeed_agentic.config: Resolved LIGHTSPEED_PROVIDER=openai → SDK=openai
INFO lightspeed_agentic.app: Starting app (sdk=openai, model=gpt-5.4, LIGHTSPEED_MODEL=, audit=False)
INFO:     Started server process [2]
INFO:     Waiting for application startup.
INFO:     Application startup complete.
INFO:     Uvicorn running on http://0.0.0.0:8080 (Press CTRL+C to quit)
INFO:     192.168.0.30:35862 - "GET /health HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=807d7f8be3e111ae95da124e197e84b4)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff559f29630>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff559f29630>
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff55a8afbf0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff559f2b750>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff559f2b750>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff559f2b980>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff559f2b980>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff558a64a00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff558a64a00>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff559f2b700>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff559f2b700>
No conversation_id available for request
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Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"printf 'Using the product-lifecycle skill now; checking its instructions first.\\n' && cat .agents/product-lifecycle/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff558a6fca0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff558a6fca0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: af27a8
Wall time: 0.0112 seconds
Process exited with code 0
Output:
Using the product-lifecycle skill now; checking its instructions first.
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the us
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff559532710>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff559532710>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55846c410>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55846c410>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"compliance-operator\",\"version\":\"1.9.0\"},{\"package\":\"cluster-logging\",\"version\":\"6.3.1\"},{\"package\":\"devworkspace-operator\",\"version\":\"0.41.0\"},{\"package\":\"openshi)
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff558655630>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 34d7f8
Wall time: 1.5122 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 5,
  "lifecycle_unavailable": [
    "devworkspace-operator",
    "web-terminal"
  ],
  "results": [
    {
      "package": "compliance-operator",
      "requested_version": "1.9",
      "product": "compliance operator",
      "status": "Full Support",
      "ocp_compatible": true,
      "phases": [
        {
          "name": "General availability",
          "start_date
Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55aa03e80>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55846cb40>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 4 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=29835
INFO lightspeed_agentic: [provider:run] output: {"olm_check_ran": true, "operators_checked": 5, "operators_api_tracked_count": 4, "operators_version_tracked_count": 3, "operators_ocp_compatible_count": 2}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:35866 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=920fb332caa787bc9f0925f10349b2c1)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff5586556d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff5586556d0>
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff558a59970>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff559f0c730>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff559f0e6c0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff559f29680>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55a871f90>
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55a871f90>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff558495680>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff558495680>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"cluster-logging|compat|ocp|lifecycle|package\" .agents/product-lifecycle -S","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff559530960>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff559530960>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: b14136
Wall time: 0.0072 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff559f2b660>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff559f2b660>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff558494b40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff558494b40>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"cluster-logging\",\"version\":\"6.5.1\"}]'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff559530960>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff559530960>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: d7ad3c
Wall time: 0.6858 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 1,
  "lifecycle_unavailable": [],
  "results": [
    {
      "package": "cluster-logging",
      "requested_version": "6.5",
      "product": "logging for Red Hat OpenShift",
      "status": "Full Support",
      "ocp_compatible": true,
      "phases": [
        {
          "name": "General availability",
          "start_date": "N/A",
          "end_date": "2026-04-01T0
Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55aa03e80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55aa03e80>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55846cbe0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55846cbe0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 4 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=28345
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported", "ocp_compatible": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:52506 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=8662398a472fb978763fdc26cf6552d9)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff55846c3c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff55846c3c0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff558a59bb0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff558a59bb0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5584956d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5584956d0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff558494f00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff558494f00>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5586559a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5586559a0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55aa034d0>
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55aa034d0>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff559503c00>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff559503c00>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"web-terminal|compat|ocp|support|lifecycle|api\" .agents/product-lifecycle -S","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5584930c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5584930c0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 49f144
Wall time: 0.0070 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff558464ff0>
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff558464ff0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55aa03f70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55aa03f70>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"web-terminal\",\"version\":\"1.16.0\"}]'","workdir":"/app/workspace/skills","yield_time_ms":20000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff559503c00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff559503c00>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 46152e
Wall time: 0.5121 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 1,
  "lifecycle_unavailable": [
    "web-terminal"
  ],
  "results": [
    {
      "package": "web-terminal",
      "requested_version": "1.16",
      "error": "version 1.16 not tracked",
      "available_versions": [
        "1.10",
        "1.11",
        "1.12",
        "1.13",
        "1.14",
        "1.15",
        "1.5",
        "1.6",
        "1.7",
        "1.8",
Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55ace8a00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55ace8a00>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff559501680>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff559501680>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"web-terminal\"}]'","workdir":"/app/workspace/skills","yield_time_ms":20000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff559503250>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff559503250>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
Starting turn 5, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 763e96
Wall time: 0.6944 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 1,
  "lifecycle_unavailable": [],
  "results": [
    {
      "package": "web-terminal",
      "product": "web terminal operator",
      "available_versions": [
        "1.10",
        "1.11",
        "1.12",
        "1.13",
        "1.14",
        "1.15",
        "1.5",
        "1.6",
        "1.7",
        "1.8",
        "1.9"
      ]
    }
  ]
}

DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff558655a40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff558655a40>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55aa03f70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55aa03f70>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"web terminal operator\" --ocp 4.21","workdir":"/app/workspace/skills","yield_time_ms":20000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5595cff20>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5595cff20>
Turn 5 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 20afcf
Wall time: 0.5817 seconds
Process exited with code 0
Output:
{
  "results": [
    {
      "product": "web terminal operator",
      "former_names": [
        "Red Hat OpenShift Web Terminal Operator",
        "Web Terminal Operator"
      ],
      "package": "web-terminal",
      "version": "1.15",
      "status": "Full Support",
      "ocp_versions": [
        "4.20"
      ],
      "phases": [
        {
          "name": "General availability",
          "start_date": "N/A",
  
Starting turn 6, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55846c460>
DEBUG openai.agents: Starting turn 6, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55846c460>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55a871fe0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff55a871fe0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 6 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 6 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=48293
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "has_supported_version_for_421": false}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:46572 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=578b9ab09126b5ba837a4ed219066c5c)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff558496b20>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff558496b20>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff558a5b050>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff558a5b050>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff558495ea0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff558495ea0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5584971b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5584971b0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff558496850>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff558496850>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff558495fe0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff558495fe0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff558495ea0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff558495ea0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"compliance-operator|lifecycle|api\" .agents/product-lifecycle -S","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff55846ccd0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff55846ccd0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 39b9c6
Wall time: 0.0074 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55846ce10>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55846ce10>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff558495fe0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff558495fe0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --operators '[{\"package\":\"compliance-operator\",\"version\":\"1.9.0\"}]'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff558a6cd70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff558a6cd70>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 63ef8f
Wall time: 0.0486 seconds
Process exited with code 2
Output:
usage: plc_lookup.py olm-check [-h] --ocp OCP --operators OPERATORS
plc_lookup.py olm-check: error: the following arguments are required: --ocp

Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55846cb90>
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55846cb90>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff558497840>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff558497840>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"compliance operator\"","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff55a871f40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff55a871f40>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: b768fc
Wall time: 0.5125 seconds
Process exited with code 0
Output:
{
  "results": [
    {
      "product": "compliance operator",
      "former_names": [
        "Compliance Operator"
      ],
      "package": "compliance-operator",
      "version": "1.8",
      "status": "End of life",
      "ocp_versions": [
        "4.12",
        "4.14",
        "4.16",
        "4.17",
        "4.18",
        "4.19",
        "4.20",
        "4.21"
      ],
      "phases": [
        {
          "na
Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55a871db0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff55a871db0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5584968f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5584968f0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 5 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=36176
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:59010 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=b7a7d21a61ee7d1c389dbea95c8aee93)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff553f44b40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff553f44b40>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff55822bf50>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff55822bf50>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553f454a0>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553f454a0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553f451d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553f451d0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553f45590>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553f45590>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553f45450>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553f45450>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553f454a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553f454a0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"OpenShift|lifecycle|API|compat\" .agents/product-lifecycle -S","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553f45590>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553f45590>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: b2f20a
Wall time: 0.0072 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553f45540>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553f45540>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553f45450>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553f45450>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\"","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553f46800>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553f46800>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 61da87
Wall time: 0.4654 seconds
Process exited with code 0
Output:
{
  "results": [
    {
      "product": "Red Hat OpenShift Container Platform",
      "former_names": [
        "OpenShift Container Platform",
        " OpenShift Container Platform 3",
        " OpenShift Container Platform 4"
      ],
      "package": null,
      "version": "4.22",
      "status": "Full Support",
      "ocp_versions": [],
      "phases": [
        {
          "name": "General availability",
        
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5584975c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5584975c0>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553f45540>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553f45540>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 4 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=40257
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:59026 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=428592357f6f614223df7fcac939e23d)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff553f47cf0>
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff553f47cf0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff5583835f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff5583835f0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b60690>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b60690>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553b603c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553b603c0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553b608c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553b608c0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5586555e0>
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5586555e0>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553b60690>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553b60690>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"life cycle|lifecycle|API|query|ocp|openshift\" .agents/product-lifecycle -S","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff558495900>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff558495900>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: df13bc
Wall time: 0.0056 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b606e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b606e0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553b60fa0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553b60fa0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\"","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5584977a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5584977a0>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 174a03
Wall time: 0.6395 seconds
Process exited with code 0
Output:
{
  "results": [
    {
      "product": "Red Hat OpenShift Container Platform",
      "former_names": [
        "OpenShift Container Platform",
        " OpenShift Container Platform 3",
        " OpenShift Container Platform 4"
      ],
      "package": null,
      "version": "4.22",
      "status": "Full Support",
      "ocp_versions": [],
      "phases": [
        {
          "name": "General availability",
        
Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553f45cc0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553f45cc0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553b606e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553b606e0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 4 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=40061
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "extended"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:54410 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=5957b5d75b029dd0d3c28dbdbf6f31b1)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff553b62e90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff553b62e90>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff558383470>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff558383470>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b63840>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b63840>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553b63570>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553b63570>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553b60af0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553b60af0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b637f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b637f0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553b60af0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553b60af0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"printf 'Using the product-lifecycle skill, I’m checking both operators against OCP 4.21.\\n' >&2; cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"\" .agents/product-lifecycle -g '!SKILL.md'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553b60fa0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553b60fa0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 338974
Wall time: 0.0071 seconds
Process exited with code 127
Output:
Using the product-lifecycle skill, I’m checking both operators against OCP 4.21.
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use 
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b63de0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b63de0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5584977a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5584977a0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"cluster-logging\"},{\"package\":\"web-terminal\"}]'","yield_time_ms":20000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553b61b80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553b61b80>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: b9d771
Wall time: 1.9041 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 2,
  "lifecycle_unavailable": [],
  "results": [
    {
      "package": "cluster-logging",
      "product": "logging for Red Hat OpenShift",
      "available_versions": [
        "5.0",
        "5.1",
        "5.2",
        "5.3",
        "5.4",
        "5.5",
        "5.6",
        "5.7",
        "5.8",
        "5.9",
        "6.0",
        "6.1",
        "6.2",
       
Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b63d90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b63d90>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a4a50>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a4a50>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products 'logging for Red Hat OpenShift' --ocp 4.21 && printf '\\n---\\n' && python3 .agents/product-lifecycle/scripts/plc_lookup.py products 'web terminal operator' --ocp 4.21","yield_time_ms":20000,"max_output_tokens":20000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553b63840>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553b63840>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 4e6eff
Wall time: 0.4766 seconds
Process exited with code 0
Output:
{
  "results": [
    {
      "product": "logging for Red Hat OpenShift",
      "former_names": [
        "Red Hat OpenShift Logging"
      ],
      "package": "cluster-logging",
      "version": "6.6",
      "status": "Full Support",
      "ocp_versions": [
        "4.20",
        "4.21",
        "4.22"
      ],
      "phases": [
        {
          "name": "General availability",
          "start_date": "N/A",
       
Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b63890>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553b63890>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a4460>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a4460>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 5 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=47023
INFO lightspeed_agentic: [provider:run] output: {"check_completed": true, "both_found": true, "any_eol": false}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:35452 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=ed213b100089c5063cbbfefec9fe7288)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff5539a68f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff5539a68f0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff553a9f470>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff553a9f470>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5539a71b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5539a71b0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a6e90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a6e90>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5539a7de0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5539a7de0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5539a7160>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5539a7160>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a71b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a71b0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md", "workdir":"/app/workspace/skills"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5539a7480>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5539a7480>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 8971f8
Wall time: 0.0048 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5539a7570>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5539a7570>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a74d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a74d0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=23257
INFO lightspeed_agentic: [provider:run] output: {"decision": "recommend", "blockers_found": 0, "warnings_found": 0}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:54930 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=78f73d98650b9de837d591d20da931d7)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff5537e1ef0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff5537e1ef0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff55391dcd0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff55391dcd0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5537e2760>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5537e2760>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5537e2440>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5537e2440>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5539a6c60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5539a6c60>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5539a7f70>
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5539a7f70>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a78e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a78e0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md", "yield_time_ms":1000, "max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5539a44b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5539a44b0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 4e3000
Wall time: 0.0052 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5539a7390>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5539a7390>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5537e3480>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5537e3480>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=23061
INFO lightspeed_agentic: [provider:run] output: {"decision": "warn", "blockers_found": 0, "degraded_operator_detected": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:39140 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=822fcf686b08dfa5e5a3fa531589e7b6)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff553dbceb0>
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff553dbceb0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff5535f4d10>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff5535f4d10>
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553dbd770>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553dbd770>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553dbd450>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553dbd450>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5537e32f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5537e32f0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5537e3110>
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5537e3110>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5537e2710>
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5537e2710>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":1000,"max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5537e34d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff5537e34d0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 5bcf45
Wall time: 0.0052 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553f44be0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553f44be0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a7ac0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5539a7ac0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=23115
INFO lightspeed_agentic: [provider:run] output: {"decision": "block", "blockers_found": 1, "api_blocker_detected": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:42396 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=05e751eb6f4a10b78df4674ca272ae7f)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff553dbf480>
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff553dbf480>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff5535f4dd0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff5535f4dd0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553dbfd90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553dbfd90>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553dbfa70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553dbfa70>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553dbfe80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553dbfe80>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553dbfd40>
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553dbfd40>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553244b90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553244b90>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md", "yield_time_ms":1000, "max_output_tokens":3000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553dbf9d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553dbf9d0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: b637f5
Wall time: 0.0057 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553dbffc0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff553dbffc0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553244780>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553244780>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=23073
INFO lightspeed_agentic: [provider:run] output: {"decision": "block", "etcd_issue_detected": true, "unhealthy_member": "etcd-master-2"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:42398 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=5e7cd6b0a1f96d81d1f6706f0b54ac4a)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff5532468a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7ff5532468a0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff553250410>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7ff553250410>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5532472f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5532472f0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553247020>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff553247020>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553247c50>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553247c50>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5532472a0>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5532472a0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5532472f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5532472f0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md", "yield_time_ms":1000, "max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553247840>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7ff553247840>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 21800d
Wall time: 0.0053 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5532473e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7ff5532473e0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5532472a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7ff5532472a0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=21957
INFO lightspeed_agentic: [provider:run] output: {"decision": "escalate", "checks_errored": 7}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:50014 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO:     Shutting down
INFO:     Waiting for application shutdown.
INFO:     Application shutdown complete.
INFO:     Finished server process [2]

@jrangelramos

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/verified by Jefferson Ramos

@openshift-ci-robot openshift-ci-robot added the verified Signifies that the PR passed pre-merge verification criteria label Jul 30, 2026
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@jrangelramos: This PR has been marked as verified by Jefferson Ramos.

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/verified by Jefferson Ramos

Instructions for interacting with me using PR comments are available here. If you have questions or suggestions related to my behavior, please file an issue against the openshift-eng/jira-lifecycle-plugin repository.

@jrangelramos
jrangelramos force-pushed the jhadvig/ota-2024-cluster-update-evals branch from d3d1190 to 6da4fd2 Compare July 30, 2026 17:57
@openshift-ci-robot openshift-ci-robot removed the verified Signifies that the PR passed pre-merge verification criteria label Jul 30, 2026
Add eval coverage for update-advisor (5 test cases) and
product-lifecycle (7 test cases). Cherry-picked from closed PR openshift#13
with fixes applied:

- Fix decision enum: caution → warn to match SKILL.md
- Fix PLCC acronym → "Product Life Cycle API" in system prompts
- Make product-lifecycle test cases tool-agnostic (no plc_lookup.py
  references since the CLI doesn't exist on main yet)
- Rewrite README ground truth commands using curl/jq

No skill code changes — eval-only PR.

Co-Authored-By: Jakub Hadvig <jhadvig@redhat.com>
Co-Authored-By: Jefferson Ramos <jeramos@redhat.com>
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
@jrangelramos
jrangelramos force-pushed the jhadvig/ota-2024-cluster-update-evals branch from 6da4fd2 to bc7706d Compare July 30, 2026 18:03
@harche

harche commented Jul 30, 2026

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/override ci/prow/eval

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@harche: Overrode contexts on behalf of harche: ci/prow/eval

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/override ci/prow/eval

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@jhadvig: all tests passed!

Full PR test history. Your PR dashboard.

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Test results after bc7706d recent changes

model openai gpt-5.4

🔍 Expand: Eval Run Logs
bash evals/run.sh -k "update-advisor or product-lifecycle" --timeout=600
Starting provider containers...
  openai: port 18080 (container 2b7c3a9876c6)
Waiting for servers...
  openai: ready

Running evals...
/usr/lib/python3.14/site-packages/pytest_asyncio/plugin.py:211: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

  warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
=============================================================================================== test session starts ================================================================================================
platform linux -- Python 3.14.3, pytest-8.3.5, pluggy-1.6.0 -- /usr/bin/python3
cachedir: .pytest_cache
rootdir: /home/jeramos/pixaa/test/test-ocp5/agentic-skills/evals
configfile: pytest.ini
plugins: anyio-4.12.1, asyncio-1.1.0, xdist-3.7.0, timeout-2.4.0
asyncio: mode=Mode.AUTO, asyncio_default_fixture_loop_scope=None, asyncio_default_test_loop_scope=function
timeout: 600.0s
timeout method: signal
timeout func_only: False
collected 228 items / 156 deselected / 72 selected                                                                                                                                                                 

evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for claude)                                                                                  [  1%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for claude)                                                                                 [  2%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for claude)                                                                                 [  4%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for claude)                                                                                [  5%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for claude)                                                                                       [  6%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for claude)                                                                                  [  8%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for claude)                                                                                [  9%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for claude)                                                                                [ 11%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for claude)                                                                                   [ 12%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for claude)                                                                                    [ 13%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for claude)                                                                                     [ 15%]
evals/skills/test_eval.py::test_skill[claude-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for claude)                                                                                  [ 16%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for gemini)                                                                                  [ 18%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for gemini)                                                                                 [ 19%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for gemini)                                                                                 [ 20%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for gemini)                                                                                [ 22%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for gemini)                                                                                       [ 23%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for gemini)                                                                                  [ 25%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for gemini)                                                                                [ 26%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for gemini)                                                                                [ 27%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for gemini)                                                                                   [ 29%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for gemini)                                                                                    [ 30%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for gemini)                                                                                     [ 31%]
evals/skills/test_eval.py::test_skill[gemini-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for gemini)                                                                                  [ 33%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_proposal_olm_batch_check] PASSED                                                                                                          [ 34%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_cluster_logging_supported] PASSED                                                                                                         [ 36%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_web_terminal_compat_check] PASSED                                                                                                         [ 37%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_compliance_operator_status] PASSED                                                                                                        [ 38%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_ocp_platform_status] PASSED                                                                                                               [ 40%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_ocp_old_version_extended] PASSED                                                                                                          [ 41%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_batch_known_operators_only] PASSED                                                                                                        [ 43%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_healthy_cluster_recommend] PASSED                                                                                                        [ 44%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_degraded_operator_warn] PASSED                                                                                                           [ 45%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_api_deprecation_block] PASSED                                                                                                            [ 47%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_etcd_unhealthy_block] PASSED                                                                                                             [ 48%]
evals/skills/test_eval.py::test_skill[openai-update-advisor-advisor_errored_checks_escalate] PASSED                                                                                                          [ 50%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-claude)                                                            [ 51%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-claude)                                                           [ 52%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-claude)                                                           [ 54%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-claude)                                                          [ 55%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-claude)                                                                 [ 56%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-claude)                                                            [ 58%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-claude)                                                          [ 59%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-claude)                                                          [ 61%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-claude)                                                             [ 62%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-claude)                                                              [ 63%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-claude)                                                               [ 65%]
evals/skills/test_eval.py::test_skill[deepagents-claude-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-claude)                                                            [ 66%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-gemini)                                                            [ 68%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-gemini)                                                           [ 69%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-gemini)                                                           [ 70%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-gemini)                                                          [ 72%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-gemini)                                                                 [ 73%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-gemini)                                                            [ 75%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-gemini)                                                          [ 76%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-gemini)                                                          [ 77%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-gemini)                                                             [ 79%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-gemini)                                                              [ 80%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-gemini)                                                               [ 81%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-gemini)                                                            [ 83%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-openai)                                                            [ 84%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-openai)                                                           [ 86%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-openai)                                                           [ 87%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-openai)                                                          [ 88%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-openai)                                                                 [ 90%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-openai)                                                            [ 91%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-openai)                                                          [ 93%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-openai)                                                          [ 94%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-openai)                                                             [ 95%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-openai)                                                              [ 97%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-openai)                                                               [ 98%]
evals/skills/test_eval.py::test_skill[deepagents-openai-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-openai)                                                            [100%]

============================================================================ 12 passed, 60 skipped, 156 deselected in 117.62s (0:01:57) ============================================================================
eval-openai

🔍 Expand: Sandbox Container Logs
$ podman logs -f eval-openai                                                                                                           
INFO lightspeed_agentic.config: Resolved LIGHTSPEED_PROVIDER=openai → SDK=openai
INFO lightspeed_agentic.app: Starting app (sdk=openai, model=gpt-5.4, LIGHTSPEED_MODEL=, audit=False)
INFO:     Started server process [2]
INFO:     Waiting for application startup.
INFO:     Application startup complete.
INFO:     Uvicorn running on http://0.0.0.0:8080 (Press CTRL+C to quit)
INFO:     192.168.0.30:51890 - "GET /health HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=b07cc15421c7af9b14053faac298dea3)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5df51b1630>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5df51b1630>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5df5b37bf0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5df5b37bf0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df51b3750>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df51b3750>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df51b3980>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df51b3980>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df4830a00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df4830a00>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df51b3700>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df51b3700>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df4792940>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df4792940>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"printf 'Reading product-lifecycle skill and checking the 5 operators against OCP 4.21.\\n' && cat .agents/product-lifecycle/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df44cfca0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df44cfca0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 75beef
Wall time: 0.0077 seconds
Process exited with code 0
Output:
Reading product-lifecycle skill and checking the 5 operators against OCP 4.21.
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df47926c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df47926c0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def7e87d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def7e87d0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"compliance-operator\",\"version\":\"1.9.0\"},{\"package\":\"cluster-logging\",\"version\":\"6.3.1\"},{\"package\":\"devworkspace-operator\",\"version\":\"0.41.0\"},{\"package\":\"openshi)
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def7e0e60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def7e0e60>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: a207b5
Wall time: 0.7873 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 5,
  "lifecycle_unavailable": [
    "devworkspace-operator",
    "web-terminal"
  ],
  "results": [
    {
      "package": "compliance-operator",
      "requested_version": "1.9",
      "product": "compliance operator",
      "status": "Full Support",
      "ocp_compatible": true,
      "phases": [
        {
          "name": "General availability",
          "start_date
Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def7d5860>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def7d5860>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def7e8370>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def7e8370>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 4 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=29863
INFO lightspeed_agentic: [provider:run] output: {"olm_check_ran": true, "operators_checked": 5, "operators_api_tracked_count": 4, "operators_version_tracked_count": 3, "operators_ocp_compatible_count": 2}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:51892 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=c6a3e69c7ba0319f2374f7becc4167a2)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5def613430>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5def613430>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5df44ad4f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5df44ad4f0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df51966c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df51966c0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def7e8cd0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def7e8cd0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df51b15e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df51b15e0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df5194730>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df5194730>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def615450>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def615450>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"cluster-logging|compat|lifecycle|api\" .agents/product-lifecycle -S","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def7d5770>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def7d5770>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 657240
Wall time: 0.0070 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df51b3660>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df51b3660>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def615bd0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def615bd0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"cluster-logging\",\"version\":\"6.5.1\"}]'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def615950>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def615950>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 9b60e3
Wall time: 0.6085 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 1,
  "lifecycle_unavailable": [],
  "results": [
    {
      "package": "cluster-logging",
      "requested_version": "6.5",
      "product": "logging for Red Hat OpenShift",
      "status": "Full Support",
      "ocp_compatible": true,
      "phases": [
        {
          "name": "General availability",
          "start_date": "N/A",
          "end_date": "2026-04-01T0
Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df5af9f40>
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df5af9f40>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def615360>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def615360>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
Turn 4 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=28337
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported", "ocp_compatible": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:34996 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=faf525eac9305b03aa4a1c148ef89be1)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5def616300>
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5def616300>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5df44ad6d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5df44ad6d0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def615d60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def615d60>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def6172a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def6172a0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df4833e30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df4833e30>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df4763160>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df4763160>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df631d720>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df631d720>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"\" .agents/product-lifecycle -g '!SKILL.md'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df5f60a00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df5f60a00>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 8704b3
Wall time: 0.0059 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df4761e00>
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df4761e00>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def613390>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def613390>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"web-terminal\",\"version\":\"1.16.0\"}]'","yield_time_ms":20000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df5a8bf20>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df5a8bf20>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 38f0d0
Wall time: 0.4033 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 1,
  "lifecycle_unavailable": [
    "web-terminal"
  ],
  "results": [
    {
      "package": "web-terminal",
      "requested_version": "1.16",
      "error": "version 1.16 not tracked",
      "available_versions": [
        "1.10",
        "1.11",
        "1.12",
        "1.13",
        "1.14",
        "1.15",
        "1.5",
        "1.6",
        "1.7",
        "1.8",
Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def6130c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def6130c0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df46bca00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df46bca00>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"web-terminal\"}]'","yield_time_ms":20000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df5a8bf20>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df5a8bf20>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 6e7e67
Wall time: 0.7711 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 1,
  "lifecycle_unavailable": [],
  "results": [
    {
      "package": "web-terminal",
      "product": "web terminal operator",
      "available_versions": [
        "1.10",
        "1.11",
        "1.12",
        "1.13",
        "1.14",
        "1.15",
        "1.5",
        "1.6",
        "1.7",
        "1.8",
        "1.9"
      ]
    }
  ]
}

Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df46bc910>
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df46bc910>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df5194870>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df5194870>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"for v in 1.10 1.11 1.12 1.13 1.14 1.15; do python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators \"[{\\\"package\\\":\\\"web-terminal\\\",\\\"version\\\":\\\"$v\\\"}]\"; echo '---'; done","yield_time_ms":30000,"max_output_tokens":20000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df51949b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5df51949b0>
Turn 5 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 1039db
Wall time: 4.2005 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 1,
  "lifecycle_unavailable": [],
  "results": [
    {
      "package": "web-terminal",
      "requested_version": "1.10",
      "product": "web terminal operator",
      "status": "End of life",
      "ocp_compatible": false,
      "phases": [
        {
          "name": "General availability",
          "start_date": "N/A",
          "end_date": "2024-04-02T00:00:00.00
Starting turn 6, current_agent=lightspeed
DEBUG openai.agents: Starting turn 6, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df5afa1c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df5afa1c0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df46bc910>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df46bc910>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 6 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 6 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=46295
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "has_supported_version_for_421": false}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:49602 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=905f440e25a8ef1182b72e54a9c115df)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5df44cd590>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5df44cd590>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5df51908f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5df51908f0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def615860>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def615860>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def617160>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def617160>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def615d60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def615d60>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df5f60a00>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df5f60a00>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def615860>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def615860>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\n---\n' && rg -n \"compliance-operator|lifecycle|api\" .agents/product-lifecycle -S","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def615d60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def615d60>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 5f8d03
Wall time: 0.0065 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def616f80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def616f80>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def615310>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def615310>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --operators '[{\"package\":\"compliance-operator\",\"version\":\"1.9.0\"}]'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def615db0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def615db0>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 11f5cd
Wall time: 0.0434 seconds
Process exited with code 2
Output:
usage: plc_lookup.py olm-check [-h] --ocp OCP --operators OPERATORS
plc_lookup.py olm-check: error: the following arguments are required: --ocp

Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def614e60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def614e60>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def616f80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def616f80>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"compliance operator\"","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def615db0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def615db0>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 2d9c3a
Wall time: 0.5289 seconds
Process exited with code 0
Output:
{
  "results": [
    {
      "product": "compliance operator",
      "former_names": [
        "Compliance Operator"
      ],
      "package": "compliance-operator",
      "version": "1.8",
      "status": "End of life",
      "ocp_versions": [
        "4.12",
        "4.14",
        "4.16",
        "4.17",
        "4.18",
        "4.19",
        "4.20",
        "4.21"
      ],
      "phases": [
        {
          "na
Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def6157c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def6157c0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def614e60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def614e60>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 5 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=36180
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:59388 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=2395327af4dd48087156f397def482fe)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5def616e40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5def616e40>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5def3b0a70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5def3b0a70>
Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def2fd130>
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def2fd130>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df5194190>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5df5194190>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def2fd2c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def2fd2c0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def7e9400>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def7e9400>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def2fd130>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def2fd130>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"life cycle|lifecycle|API|query|OpenShift Container Platform|ocp\" .agents/product-lifecycle -S","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def2fd6d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def2fd6d0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 4a0aef
Wall time: 0.0063 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def2fd8b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def2fd8b0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def2fe350>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def2fe350>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\"","yield_time_ms":20000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def2fe490>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5def2fe490>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 7eaa7a
Wall time: 0.3904 seconds
Process exited with code 0
Output:
{
  "results": [
    {
      "product": "Red Hat OpenShift Container Platform",
      "former_names": [
        "OpenShift Container Platform",
        " OpenShift Container Platform 3",
        " OpenShift Container Platform 4"
      ],
      "package": null,
      "version": "4.22",
      "status": "Full Support",
      "ocp_versions": [],
      "phases": [
        {
          "name": "General availability",
        
Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def616800>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def616800>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def2fd8b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def2fd8b0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 4 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=40235
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:45948 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=73ab113b7a9e63207b6269efd43efb36)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5def2ff110>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5def2ff110>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5def034a10>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5def034a10>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed88320>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed88320>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed880a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed880a0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed88410>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed88410>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df5194190>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5df5194190>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed88320>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed88320>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"life cycle|lifecycle|API|query|ocp|openshift\" .agents/product-lifecycle -S","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed88960>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed88960>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 7d204f
Wall time: 0.0052 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed88370>
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed88370>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed88c30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed88c30>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\"","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed89360>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed89360>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: a8f2b1
Wall time: 0.2657 seconds
Process exited with code 0
Output:
{
  "results": [
    {
      "product": "Red Hat OpenShift Container Platform",
      "former_names": [
        "OpenShift Container Platform",
        " OpenShift Container Platform 3",
        " OpenShift Container Platform 4"
      ],
      "package": null,
      "version": "4.22",
      "status": "Full Support",
      "ocp_versions": [],
      "phases": [
        {
          "name": "General availability",
        
Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def2fde50>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5def2fde50>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed88370>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed88370>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 4 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=40067
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "extended"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:45754 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=965ff4d85d0f59546bd8054bd8fe64aa)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5deed89b30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5deed89b30>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5def51f950>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5def51f950>
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed8b570>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed8b570>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed8b250>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed8b250>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed8b840>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed8b840>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed8b520>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed8b520>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed8b570>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed8b570>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"printf 'Using the product-lifecycle skill now; I’ll query both operators against OCP 4.21.\\n' && cat .agents/product-lifecycle/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed8be30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed8be30>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 4abbc5
Wall time: 0.0046 seconds
Process exited with code 0
Output:
Using the product-lifecycle skill now; I’ll query both operators against OCP 4.21.
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use 
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed8bed0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed8bed0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def7d5950>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5def7d5950>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"cluster-logging\"},{\"package\":\"web-terminal\"}]'","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed8ba20>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed8ba20>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 3061ef
Wall time: 2.0687 seconds
Process exited with code 0
Output:
{
  "ocp_target": "4.21",
  "operators_checked": 2,
  "lifecycle_unavailable": [],
  "results": [
    {
      "package": "cluster-logging",
      "product": "logging for Red Hat OpenShift",
      "available_versions": [
        "5.0",
        "5.1",
        "5.2",
        "5.3",
        "5.4",
        "5.5",
        "5.6",
        "5.7",
        "5.8",
        "5.9",
        "6.0",
        "6.1",
        "6.2",
       
Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed8b1b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed8b1b0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed8bed0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deed8bed0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"logging for Red Hat OpenShift\" --ocp 4.21 && printf '\\n---\\n' && python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"web terminal operator\" --ocp 4.21","workdir":"/app/workspace/skills","yield_time_ms":1000)
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed8bb60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deed8bb60>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: c880a8
Wall time: 1.5662 seconds
Process exited with code 0
Output:
{
  "results": [
    {
      "product": "logging for Red Hat OpenShift",
      "former_names": [
        "Red Hat OpenShift Logging"
      ],
      "package": "cluster-logging",
      "version": "6.6",
      "status": "Full Support",
      "ocp_versions": [
        "4.20",
        "4.21",
        "4.22"
      ],
      "phases": [
        {
          "name": "General availability",
          "start_date": "N/A",
       
Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed8bc00>
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deed8bc00>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deecb8c30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deecb8c30>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 5 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=46974
INFO lightspeed_agentic: [provider:run] output: {"check_completed": true, "both_found": true, "any_eol": false}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:45764 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=7ec66ab2505a42f9eafffd35ad5d9391)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5deecbab70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5deecbab70>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5dedf52e10>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5dedf52e10>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deecbb430>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deecbb430>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deecbb110>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deecbb110>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deecbada0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deecbada0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deecbb3e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deecbb3e0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deecbb430>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deecbb430>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":1000,"max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deecbb700>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deecbb700>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 87cde1
Wall time: 0.0050 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deecbba20>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deecbba20>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deecbb3e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deecbb3e0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=23164
INFO lightspeed_agentic: [provider:run] output: {"decision": "recommend", "blockers_found": 0, "warnings_found": 0}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:58210 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=29f366bcf1df0afaa47e748ef49eeff5)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5deebf5c70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5deebf5c70>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5dedf53170>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5dedf53170>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deebf66c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deebf66c0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deebf63f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deebf63f0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deebf6210>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deebf6210>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deebf6670>
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deebf6670>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deebf66c0>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deebf66c0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":1000,"max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deebf4140>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5deebf4140>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 204929
Wall time: 0.0035 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deecb8500>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deecb8500>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deebf6670>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5deebf6670>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=22957
INFO lightspeed_agentic: [provider:run] output: {"decision": "warn", "blockers_found": 0, "degraded_operator_detected": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:33050 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=0538c540e9ae9243c2f602eae5ef6c5d)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5dee9182d0>
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5dee9182d0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5dee8fcc50>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5dee8fcc50>
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee918b90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee918b90>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee918870>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee918870>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5dee919e00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5dee919e00>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee918b40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee918b40>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee918b90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee918b90>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md", "yield_time_ms":10000, "max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5dee918c80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5dee918c80>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 3912c2
Wall time: 0.0064 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee918f50>
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee918f50>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee918b40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee918b40>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=22977
INFO lightspeed_agentic: [provider:run] output: {"decision": "block", "blockers_found": 1, "api_blocker_detected": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:55830 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=1e50d0fd06941c882d3f1d59f262eb74)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5dee91b7a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5dee91b7a0>
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Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee5600f0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee91bf70>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5dee918370>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5dee918370>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deecb99f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5deecb99f0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee5600f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee5600f0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md", "yield_time_ms":1000, "max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5dee560a50>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5dee560a50>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: c7de19
Wall time: 0.0051 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee919f90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee919f90>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee918870>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee918870>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=22953
INFO lightspeed_agentic: [provider:run] output: {"decision": "block", "etcd_issue_detected": true, "unhealthy_member": "etcd-master-2"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:55836 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=61f5a15812ed01811996c3e220b871a9)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5dee5627b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7f5dee5627b0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5dee8fcfb0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7f5dee8fcfb0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee563200>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee563200>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee562f30>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5dee563480>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5dee563480>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/update-advisor"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee5631b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee5631b0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
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DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee563200>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/update-advisor/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":1000,"max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5dee5632a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7f5dee5632a0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: d70117
Wall time: 0.0052 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
---

# Cluster Update Advisor

## Purpose

Assess cluster update readiness and produce a structured risk report with
actionable prerequisites,
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee5632f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7f5dee5632f0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee5631b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7f5dee5631b0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=21854
INFO lightspeed_agentic: [provider:run] output: {"decision": "escalate", "checks_errored": 7}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO:     192.168.0.30:43128 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO:     Shutting down
INFO:     Waiting for application shutdown.
INFO:     Application shutdown complete.
INFO:     Finished server process [2]

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/verified by Jefferson Ramos

@openshift-ci-robot openshift-ci-robot added the verified Signifies that the PR passed pre-merge verification criteria label Jul 30, 2026
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@jrangelramos: This PR has been marked as verified by Jefferson Ramos.

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/verified by Jefferson Ramos

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@jrangelramos

jrangelramos commented Jul 30, 2026

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/retitle OTA-2024, OTA-2070: Add eval test cases for cluster-update skills - #34

@openshift-ci openshift-ci Bot changed the title OTA-2024: Add eval test cases for cluster-update skills OTA-2024, OTA-2070: Add eval test cases for cluster-update skills - #34 Jul 30, 2026
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openshift-ci-robot commented Jul 30, 2026

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@jhadvig: This pull request references OTA-2024 which is a valid jira issue.

Warning: The referenced jira issue has an invalid target version for the target branch this PR targets: expected the task to target either version "5.0." or "openshift-5.0.", but it targets "openshift-5.1" instead.

This pull request references OTA-2070 which is a valid jira issue.

Details

In response to this:

Summary

  • Add eval test cases for update-advisor (5 cases) and product-lifecycle (7 cases), bringing cluster-update eval coverage from 0 to 12 test cases
  • Cherry-picked from closed PR product-lifecycle: Add plc_lookup.py CLI, migrate to v2 API #13 with fixes for bugs and stale references
  • Eval-only PR — no SKILL.md or skill code changes

What changed

Salvaged eval files from #13 (closed) with these fixes applied:

  • Fix decision enum - cautionwarn to match the decision matrix in update-advisor/SKILL.md
  • Fix PLCC acronym - replaced with "Product Life Cycle API" in system prompts (per OTA-1963: skills: Add cluster-update skills (update-advisor, product-lifecycle) #6 review feedback)
  • Make product-lifecycle tests tool-agnostic - removed plc_lookup.py references from schema descriptions since the CLI doesn't exist on main yet (PR B scope)
  • Rewrite README ground truth - uses curl/jq commands matching the current v1 SKILL.md instead of plc_lookup.py

Test scenarios

update-advisor (5 cases covering the full decision matrix):

Test Scenario Expected
advisor_healthy_cluster_recommend All 9 CVO checks pass recommend
advisor_degraded_operator_warn 1 degraded operator warn
advisor_api_deprecation_block Removed API with active usage block
advisor_etcd_unhealthy_block etcd member not ready block
advisor_errored_checks_escalate 7/9 checks errored escalate

product-lifecycle (7 cases covering PLC API queries):

Test Scenario Expected
plc_proposal_olm_batch_check Batch check 5 OLM operators 3 without lifecycle data
plc_cluster_logging_supported cluster-logging on OCP 4.21 supported, compatible
plc_web_terminal_compat_check web-terminal on OCP 4.21 no supported version
plc_compliance_operator_status compliance-operator v1.9 supported
plc_ocp_platform_status OCP 4.21 lifecycle supported
plc_ocp_old_version_extended OCP 4.14 lifecycle extended
plc_batch_known_operators_only 2 known operators check both found, none EOL

Test plan

  • Verify test discovery: python3 -m pytest evals/ --collect-only -k "update-advisor or product-lifecycle" shows 12 cases
  • Run update-advisor evals: bash evals/run.sh -k "update-advisor"
  • Run product-lifecycle evals: bash evals/run.sh -k "product-lifecycle"
  • Verify workspace symlinks resolve: ls evals/workspace/skills/{update-advisor,product-lifecycle}/SKILL.md

/cc @wking

🤖 Generated with Claude Code

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@jrangelramos

jrangelramos commented Jul 30, 2026

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/retitle OTA-2024, OTA-2070: Add eval test cases for cluster-update skills

@openshift-ci openshift-ci Bot changed the title OTA-2024, OTA-2070: Add eval test cases for cluster-update skills - #34 OTA-2024, OTA-2070: Add eval test cases for cluster-update skills Jul 30, 2026
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/lgtm

@openshift-ci openshift-ci Bot added the lgtm Indicates that a PR is ready to be merged. label Jul 31, 2026
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