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Evidence-bound remediation for completed AI-agent runs.

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Counterstep

Counterstep repairs the part of a completed AI-agent run that is still reversible, then checks whether the declared incident goals are actually closed.

The demo starts with an Agent Receipt for a synthetic churn-analysis task. The receipt shows two material oversteps: restricted customer data remains in an externally shared spreadsheet, and a customer email was queued without approval. One click starts a bounded recovery agent. It inspects current state, proposes a source-cited plan, passes that plan through a deterministic gate, applies only the permitted transitions, and produces a closure receipt from fresh snapshots.

This is an action system, not a chat interface. The model can decide which allowed repair is still needed. It cannot grant itself authority or turn its own narration into proof.

Public interactive demo: https://counterstep-27573808078.us-central1.run.app — each Run Counterstep action executes the real server-side recovery workflow on Cloud Run with a deterministic planner and in-memory synthetic state; it cannot invoke Gemini or managed Firestore, and Cloud Run has a configured $1 monthly spend cap

Submission video: watch the 2:57 demo

Managed/deployed evidence: Google Cloud deployment evidence

Judge guide: A 30-second path, a 90-second path, and exact evidence boundaries

Submission kit: Devpost copy · video production record · public build article · social copy

Documentation map: current submission evidence vs. retained Agent Receipt foundation

Submission video

Watch the Counterstep submission video

Watch the 2:57 submission video on YouTube. Signed-out playback, embedding, duration, and English-caption availability were verified on August 31, 2026. A repository video copy and English captions are retained as download fallbacks.

If you have one minute

  1. Open the public synthetic demo and read the four predeclared contracts in the Recovery Test Rack.
  2. Choose E4 Stale-state replan. It is the shortest view of Counterstep's main technical claim: a write becomes stale after inspection, the version check refuses it, both governed resources are re-inspected, and one replacement plan is admitted.
  3. Press Run Counterstep once and leave the page open. This is a real server-executed recovery journey through the shared gate, tools, state transitions, event ledger, scenario assessor, and closure logic. Its planner and persistence are the clearly labeled deterministic fixture and in-memory synthetic sandbox, so judge traffic cannot consume Gemini or Firestore quota. The submission video and evidence record preserve the completed live Gemini/Google ADK/Vertex AI/Firestore journeys.
  4. At the terminal state, check Contract matched, the failed stale_revision event, two approved plans, two authorized writes, 20/20 accounted events, and the closure digest.

The selected condition and its expected outcome are visible before execution. Counterstep does not grade itself from UI state; server-owned deterministic code computes the five observed measurements and the closure outcome.

Why this exists

Agent observability usually stops at “what happened?” That matters, but a production operator still has to answer the next question: what can be safely undone now?

Counterstep separates those jobs:

  1. Agent Receipt reconstructs and evaluates the original trace.
  2. Counterstep binds a short-lived remediation authority to that exact receipt digest.
  3. A Google ADK agent inspects current state and proposes the recovery plan.
  4. Deterministic code approves or rejects every plan step.
  5. Transactional tools apply exact, idempotent state transitions.
  6. Fresh reads decide whether each closure goal is satisfied.

The final artifact is deliberately qualified. It says what was checked, which events support the result, what remained unresolved, and which synthetic boundaries apply.

Architecture

flowchart LR
    Judge["Judge or AI operations manager"] --> Web["Next.js interface and API\nCloud Run"]
    Receipt["Agent Receipt\nexact trace bytes + deterministic findings"] --> Service["Counterstep service\nrun state + bounded orchestration"]
    Web --> Service
    Service --> Inspect["Fresh resource inspection"]
    Inspect --> ADK["Google ADK for TypeScript\nGemini 3.5 Flash Lite on Vertex AI"]
    ADK --> Candidate["Cited candidate plan"]
    Candidate --> Gate["Deterministic authority gate\nresources + transitions + versions + budgets"]
    Gate -->|"approved only"| Tools["Transactional sandbox tools\nexact version + idempotency key"]
    Gate -->|"rejected"| Refusal["No write / bounded replan"]
    Tools --> Firestore["Firestore\nruns + resources + events + receipts"]
    Refusal --> Firestore
    Firestore --> Verify["Fresh deterministic closure evaluation"]
    Verify --> Web
Loading

Gemini chooses among a small set of recovery actions. It does not decide what happened, grant authority, bypass a stale version, or declare closure. Those decisions remain deterministic and are persisted with the evidence needed to replay them.

The hackathon path

Counterstep is shaped around the Google All Things Agentic Hackathon's “Taskmaster” requirement: the primary experience is a visible, autonomous task flow with consequential tool use, not a chatbot wrapper. The live path uses the TypeScript Agent Development Kit and Gemini function tools. The deployment files target Cloud Run with Firestore persistence.

The selected model is gemini-3.5-flash-lite, which supports function calling. The agent receives five tools:

  • inspect_resource
  • submit_recovery_plan
  • revoke_external_access
  • cancel_queued_delivery
  • verify_closure

The model must call them in a bounded recovery sequence. Every FunctionTool is server-bound to the active run. Gemini cannot supply a different run ID or an idempotency key; Counterstep derives the key from the approved action envelope. The gate and write transaction remain authoritative even when the model calls a tool with bad arguments.

Recovery Test Rack

The judge interface includes four selectable, disclosed synthetic conditions that exercise the same two-resource P0 authority boundary:

Case Injected current state Predeclared terminal contract
E1 Canonical recovery External spreadsheet, queued message repaired, 2 writes, 0 replans, 6 tool calls, 1 plan
E2 Already safe Revoked spreadsheet, cancelled message repaired, 0 writes, 0 replans, 4 tool calls, 1 plan
E3 Irreversible delivery External spreadsheet, delivered message partially_repaired, 1 write, 0 replans, 5 tool calls, 1 plan
E4 Stale-state replan Reversible start, then an external spreadsheet version bump after inspection repaired, 2 writes, 1 replan, 10 tool calls, 2 plans

The expected contract is rendered before execution. After a terminal result, server-owned deterministic code compares the observed outcome, write count, replan count, tool-call count, and approved-plan count. The UI reports Contract matched only when all five measures agree. The E4 concurrency injection is an atomic, idempotent sandbox mutation, not an agent action; it is disclosed in the interface and excluded from the remediation write count and action receipt. The first stale write is therefore genuinely refused by the same version check used in production, after which Counterstep must re-inspect both governed resources and admit one replacement plan.

Trust contract

Counterstep will not:

  • execute a write that is missing from the active approved plan;
  • use a resource or transition outside the receipt-bound remediation authority;
  • overwrite a resource whose version changed after inspection;
  • retry a stale write without fresh inspection and a newly gated plan;
  • apply the same successful action twice;
  • describe a delivered message as recalled;
  • claim repair without fresh final snapshots;
  • silently replace a missing Gemini run with simulated model output in production.

Every state-changing event records the before and after versions, SHA-256 digests, plan and step IDs, result code, and idempotency-bound action key. If a resource becomes stale, Counterstep re-inspects every governed resource, admits at most one replacement plan, and blocks a second stale write. The closure receipt preserves the full approved-plan history so every successful write is checked against the exact plan that authorized it, then accounts for every remediation event.

Execution admission is also deterministic. POST /api/remediation-runs/:runId/execute atomically claims the run and one UTC daily slot. The in-memory and Firestore repositories share the same strict counter contract; concurrent requests for one run consume one slot, and an exhausted cap returns daily_run_limit_exceeded without starting the agent.

Run modes

Mode When it is used What it proves
gemini COUNTERSTEP_AGENT_MODE=gemini with either a server-only GEMINI_API_KEY, or complete Vertex AI project/location configuration Live Gemini planning and Google ADK orchestration through the production tool boundary; health reports the selected backend
fixture Explicit mode, or the default in local development with no mode set The same deterministic tool, gate, persistence, and closure contracts with a fixed local planner; it does not count as a live model run
no_execution Production has no complete Gemini backend, or explicitly selected Fail-closed behavior with zero writes and an exact terminal reason

The interface labels fixture runs as deterministic contract fixture · ADK live path not invoked so screenshots cannot be mistaken for live Gemini evidence.

Quick start

Requirements:

  • Node.js 24.13 or newer
  • npm
  • Java 21 or newer only for the local Firestore emulator suite
npm ci
npm run dev

Open http://localhost:3000. With no environment file, development uses the deterministic fixture path. Press Run Counterstep to exercise the full local contract.

For the live agent path, copy .env.example to .env.local, add a Gemini key, and keep:

COUNTERSTEP_AGENT_MODE=gemini
COUNTERSTEP_REPOSITORY=memory
COUNTERSTEP_GEMINI_MODEL=gemini-3.5-flash-lite
GEMINI_API_KEY=your_key_here

Secrets are server-only. No secret variable is exposed with a NEXT_PUBLIC_ prefix. A local production build may cause Turbopack to copy a server-only value into its ignored generated cache even though the value is absent from the runnable output. The npm run build workflow detects an exact GEMINI_API_KEY copy after a successful build and removes the complete generated Turbopack cache, preserving the standalone output and avoiding corrupted partial-cache metadata.

Persistence

The in-memory repository makes local development fast. The Firestore repository implements the same interface and repeats critical authorization checks inside its write transaction.

Set the following for Cloud Run or a local Firestore emulator:

COUNTERSTEP_REPOSITORY=firestore
GOOGLE_CLOUD_PROJECT=your_project_id
FIRESTORE_DATABASE_ID=(default)

Firestore stores demos and sandbox resources under counterstep_demos, remediation runs under counterstep_runs, and UTC admission counters under counterstepLimits. Each run contains its authority, active plan decision, immutable approved plans, inspections, event ledger, idempotency records, and closure receipt. Browser clients have no direct Firestore access; firestore.rules denies all client reads and writes.

The production Firestore adapter has a credential-free local integration suite:

npm run test:firestore

This starts the official Firestore emulator for the isolated demo-counterstep project, runs the production repository against it, and shuts the emulator down. The demo- project boundary prevents accidental access to live resources. The first invocation downloads the pinned emulator binary to Firebase's user cache. It does not require a Firebase login, Google Cloud project, service-account key, or billing account.

The eight-case suite covers complete canonical persistence and closure, isolated reset/repeat, concurrent idempotent execution, concurrent daily admission, the Recovery Test Rack's atomic stale-scenario mutation, one-time injected stale re-inspection/replan with immutable plan history, deterministic second-stale blocking, and delivered-message partial repair. Emulator evidence validates the Firestore transaction contract locally; it is not managed-Firestore or Cloud Run evidence.

Billing-free local production rehearsal

When managed Firestore and Cloud Run are unavailable, the closest honest local rehearsal is:

npm run rehearse:local

This one command starts the pinned official Firestore emulator with the isolated demo-counterstep project, builds the exact production Docker image, and runs that image as the non-root node user with a read-only root filesystem, dropped Linux capabilities, no-new-privileges, a bounded /tmp, and a loopback-only port. The real production Firestore adapter points only to the emulator. The real server-only Gemini key from permissioned .env.local runs one strict Google ADK journey, then the application container is destroyed and recreated while emulator data remains alive. The fresh process must reproduce the first persisted run and closure with deep structural equality before a second strict live journey can pass.

If Gemini ends naturally after an approved plan has begun but before verify_closure, Counterstep may issue exactly one bounded continuation in the same ADK session. The continuation contains only deterministic counters, the active approved plan ID, completed step IDs, exact remaining approved step arguments, and the required closure call. It cannot run without an approved active plan, cannot repeat completed steps, cannot exceed the original tool/write/replan authority, and cannot recur a second time. If it stops again, the run fails closed.

Requirements are Docker Desktop, Java 21 or newer, and an unquoted GEMINI_API_KEY in a mode-600 .env.local. The script refuses a real Google Cloud project ID, a non-loopback host-side emulator, Cloud Run runtime markers, unsafe secret-file permissions, or a Docker build context that does not exclude .env*. The key is passed through a temporary mode-600 Docker env file, never a command argument, and that file and both generated containers are removed on exit. Firebase owns emulator shutdown.

A successful run writes an ignored, mode-600 evidence manifest under output/local-production-rehearsal/. Its schema requires the managed Firestore, Cloud Run, and deployed claims to remain false. This rehearsal never invokes gcloud, enables billing, creates a Google Cloud resource, or proves managed/deployed behavior. It does make two live Gemini/ADK journeys, with at most one additional bounded invocation per journey when eligible, so all model usage remains subject to the quota and terms attached to the configured Gemini key.

A separate, opt-in suite can record the corresponding production-adapter evidence against an explicitly confirmed managed default database. It uses Application Default Credentials and performs retained synthetic writes, so choose a new run label every time and run it only after independently confirming the project:

COUNTERSTEP_MANAGED_FIRESTORE_PROJECT=your_project_id \
COUNTERSTEP_MANAGED_FIRESTORE_CONFIRM_PROJECT=your_project_id \
COUNTERSTEP_MANAGED_FIRESTORE_DATABASE_ID='(default)' \
COUNTERSTEP_MANAGED_FIRESTORE_RUN_LABEL=managed-20260829-a1b2c3 \
COUNTERSTEP_MANAGED_FIRESTORE_WRITE_ACK=I_ACKNOWLEDGE_COUNTERSTEP_MANAGED_FIRESTORE_WRITES \
npm run test:firestore:managed

The managed suite refuses missing or mismatched project confirmation, demo- projects, emulator fallback, non-default databases, invalid or reused-looking labels, and a missing exact write acknowledgement. It checks that the label has not already created its canonical sentinel before proceeding, never cleans up or overwrites prior evidence, and emits one structured COUNTERSTEP_MANAGED_FIRESTORE_EVIDENCE record. Its six cases cover canonical fresh-reader closure, concurrent idempotency, transactional admission on a reserved synthetic date, both stale-state outcomes, and delivered-message partial repair. The harness being present or passing its local guard tests is not managed-Firestore evidence; only a completed explicitly authorized run is.

cloudbuild.managed-firestore.yaml runs that same retained-write suite inside Google Cloud with the isolated counterstep-build identity, so no downloaded service-account key is required. Supply a unique _RUN_LABEL; the config does not read the Gemini secret.

API

Method Route Purpose
GET /api/demo/scenarios List the four strict Recovery Test Rack contracts
POST /api/demo/reset Create a new isolated synthetic demo for a selected scenario
GET /api/demo/:demoId Read the incident and current sandbox resources
POST /api/remediation-runs Create a receipt-bound run and authority
POST /api/remediation-runs/:runId/execute Start the configured autonomous execution path
GET /api/remediation-runs/:runId Poll persisted phases, events, resources, and closure
GET /api/remediation-runs/:runId/closure-receipt Download strict closure JSON
GET /api/health Report deployment, repository, agent mode, model, and readiness

Mutation endpoints accept strict application/json bodies with a 24 KB limit. Unknown fields are rejected. Error responses use stable codes and do not echo secrets or stack traces.

Verification

npm run verify
npm run eval
npm run test:firestore
npm run rehearse:local
npm run preflight:cloud
npm run security:audit

npm run verify runs lint, strict TypeScript, the complete inherited and Counterstep test suites, the standalone production build, and the release/privacy audit.

npm run test:firestore is separate so the default local suite does not require Java or an emulator download. CI runs both commands.

npm run preflight:cloud is read-only and requires an explicit COUNTERSTEP_GCP_PROJECT. It checks CLI authentication, project access, billing, required APIs, the default Firestore database, Artifact Registry, a dedicated runtime service account, a pinned Gemini secret version, and any existing Cloud Run service. It never enables an API, creates a resource, reads secret material, builds, or deploys.

The deterministic evaluation set currently covers:

  • all four selectable Recovery Test Rack cases against exact expected-versus-observed contracts;
  • the canonical two-repair path;
  • an already-safe state with zero writes;
  • a delivered message that remains explicitly unresolved;
  • a disclosed stale-state mutation that triggers full re-inspection and one replacement plan;
  • a second stale write that blocks with zero unsafe overwrites;
  • exact action-receipt binding across original and replacement plans;
  • plan-schema and citation rejection;
  • idempotent replay and write-count preservation;
  • fail-closed behavior when Gemini is unavailable;
  • closure digest verification.

For a running server configured with live Gemini:

npm run eval:live

The live evaluator requires Gemini provenance, a Gemini 3.5+ model, Google ADK, inspected governed resources, an authorized two-write event ledger, cited satisfied closure goals, a matching downloaded receipt, and a valid replayed closure digest.

For an explicitly authorized live-evidence Cloud Run revision, not the current quota-isolated public fixture:

COUNTERSTEP_BASE_URL=https://your-service-url npm run smoke:cloud

The cloud smoke check requires Cloud Run identity, reachable Firestore, configured Gemini mode, a repaired canonical run, two recorded writes, and a downloadable digest-valid closure receipt. It performs two fresh reset/run/closure journeys by default; set COUNTERSTEP_SMOKE_RUNS to an integer from 1 through 5 only when a different explicit evidence count is needed.

Cloud Run

Dockerfile builds the Next.js standalone server and copies only the generated standalone and static outputs; this repository currently has no public/ asset directory. cloudbuild.yaml builds and pushes the image with the dedicated counterstep-build identity, then deploys a safe public fixture with the separate counterstep-runtime service identity. The default deployment pins COUNTERSTEP_AGENT_MODE=fixture and COUNTERSTEP_REPOSITORY=memory; it contains no Gemini, Vertex AI, or Firestore runtime configuration. The runtime identity has no Vertex AI or Firestore data role. The locked public envelope is request-based CPU with startup boost disabled, both service- and revision-level scaling fixed at zero minimum and one maximum instance, concurrency 1, no session affinity, 1 vCPU, 512 MiB, a 30-second request timeout, and a 10-run UTC daily cap.

The signed-in Cloud Billing dashboard was rechecked on August 31, 2026. Project-and-service-scoped monthly spend caps of $1 are Configured independently for Cloud Run, Gemini API, and Vertex AI; a separate project-wide $1 budget remains alerts-only. Google documents spend caps as a Preview control with possible reporting and enforcement latency, so they are a strong final guardrail rather than a literal zero-overage guarantee. The current public runtime's missing model/database configuration and removed IAM roles remain the primary protections against judge traffic consuming managed AI or Firestore quota.

Before deployment, explicitly choose a Google Cloud project, enable billing and the required Cloud Run, Cloud Build, Artifact Registry, and IAM APIs, create the counterstep Artifact Registry repository, and create isolated counterstep-build and counterstep-runtime service accounts with least-privilege permissions. The full read-only preflight below also checks the Vertex AI and Firestore resources retained for reproducing the separate live-evidence path:

COUNTERSTEP_GCP_PROJECT=your-project-id \
npm run preflight:cloud

Only after the preflight passes and deployment is freshly authorized, submit cloudbuild.yaml from that exact project. The public health response must identify agentMode as fixture, repository as memory, modelBackend as unconfigured, and geminiConfigured as false. A future live-evidence deployment requires a separate explicit authorization and must never replace fixture evidence or historical Vertex evidence silently.

No live-model deployment is claimed from the current public fixture. Historical live-model claims require the retained strict smoke evidence and exact revision identifiers below.

Repository map

src/counterstep/
  adkAgent.ts                Google ADK agent and five FunctionTools
  closure.ts                 action and closure receipt construction
  firestoreRepository.ts    transactional Cloud persistence
  gate.ts                    deterministic plan authorization
  incident.ts                Agent Receipt source and incident grouping
  memoryRepository.ts       local persistence and atomic tool contract
  schemas.ts                 strict versioned Zod contracts
  scenarios.ts               four synthetic conditions and result oracle
  service.ts                 recovery orchestration and event accounting
src/app/api/                 request-driven server routes
src/components/              recovery-ledger interface
tests/counterstep/           contract and end-to-end tests
tests/evaluation/            deterministic scenario evaluation
scripts/local-production-rehearsal.mjs
                             fail-closed emulator + production-image restart rehearsal
counterstep-planning/        original PRD and continuation context

Provenance and current evidence

The project began from a clean archive of Agent Receipt commit 296df0798fd49fa52658c0c813bfabef2dc75d10. The original checkout was not modified. ORIGIN_AND_REUSE.md lists what was retained and what Counterstep adds.

Confirmed through August 31, 2026:

  • strict TypeScript and ESLint pass;
  • the current local submission candidate passes 445 automated tests;
  • the Next.js standalone production build passes;
  • a browser-driven deterministic run records 12 events and two writes;
  • both closure goals are satisfied and all 12 events are accounted;
  • a deterministic stale-version evaluation re-inspects both resources, admits one replacement plan, preserves both approved plans, and closes repaired without a stale overwrite;
  • a repeated-stale evaluation blocks after the permitted replan with zero state-changing remediation events;
  • eight production-adapter tests pass against the local Firestore emulator, including concurrent idempotency, transactional daily admission, reset/repeat, the Recovery Test Rack's atomic stale mutation, both injected stale outcomes, and delivered-message handling;
  • the exact production container passes the local rehearsal against the official Firestore emulator: two live gemini-3.5-flash-lite / Google ADK journeys each record six bounded tool calls, two authorized writes, and 12 accounted events, and a fresh second container reproduces the first persisted run and closure exactly after application restart;
  • after two later model invocations stopped before closure (one after one write and one after two), the bounded-continuation repair passed a fresh two-journey production rehearsal without weakening the deterministic gate or evidence contract;
  • two fresh pre-release rehearsals built and started the current production image but Gemini stopped before inspection; both attempts failed closed with zero writes and no passing manifest, after which the seven-case credential-free production Firestore repository suite passed against the official emulator;
  • the opt-in managed Firestore harness passed six retained cases against the real default Firestore database in Cloud Build;
  • three live gemini-3.5-flash-lite runs through Google ADK pass the strict evidence gate with six bounded tool calls, two authorized writes, 12 accounted events, an in-authority action receipt, and a downloaded digest-valid closure each;
  • one additional live attempt failed closed before inspection with zero tool calls and zero writes; a later fresh run passed, and the evaluator now reports such deterministic terminal results before requesting a nonexistent receipt;
  • the read-only cloud preflight passes for the confirmed Counterstep project with billing, Vertex AI, Artifact Registry, Cloud Build, Firestore, IAM, Cloud Run, and the isolated service identities ready;
  • exact-source Cloud Build e734fe09-5e29-41cc-a6fd-310ab8f186c3 succeeded from release commit 5890e2b09049564130428f3d6cc4a768b221b180;
  • exact-source live-evidence revision counterstep-00005-nft passed its public Vertex/Firestore health contract from image digest sha256:766f1d07da7cb4f853638c93659a995926a7a8eadc6eec56ceb67d19efaa42c4;
  • current public revision counterstep-00006-6nd serves the same source-bound image at 100% traffic in fixture / memory mode with Gemini unconfigured, a 30-second timeout, min 0 / max 1, request-only CPU, and no Vertex AI or Firestore data role on the runtime identity;
  • the signed-in billing dashboard reports Configured $1 monthly spend caps for Cloud Run, Gemini API, and Vertex AI, in addition to the project-wide $1 alerts-only budget;
  • GitHub Actions run 33368011137 passed on the exact release commit;
  • two strict deployed smoke journeys and one continuous browser journey passed on the immediately preceding equivalent Vertex/Firestore revision with Gemini 3.5 Flash Lite through Google ADK; the exact-source replacement revision then passed its public health contract without spending another model run;
  • the closure download fires, reset/repeat succeeds, and the browser console is clean;
  • browser-driven E3 and E4 runs display exact five-field Contract matched verdicts; E4 visibly refuses the stale write before re-inspecting and replanning, while E3 leaves delivered state unresolved;
  • the ready, loading, repaired, fail-closed, and offline judge states are explicit;
  • the 360px, 768px, and 1440px layouts have no horizontal overflow, and the 720px 200% zoom equivalent, reduced-motion, and forced-colors checks pass.

Not yet claimed:

  • a real screen-reader pass for the deployed build;

The exact managed/deployed IDs, closure digests, cost controls, screenshots, and evidence limits are in docs/GOOGLE_CLOUD_DEPLOYMENT_EVIDENCE_2026-08-31.md. Earlier local evidence remains in docs/LIVE_GEMINI_EVIDENCE_2026-08-29.md, docs/LOCAL_PRODUCTION_REHEARSAL_EVIDENCE_2026-08-29.md, docs/RECOVERY_TEST_RACK_2026-08-30.md, and docs/COUNTERSTEP_UI_QA_2026-08-30.md.

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Evidence-bound remediation for completed AI-agent runs.

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