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Add self-improving agent pattern (.learnings/ feedback loop)#14

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johnsirmon merged 2 commits into
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copilot/implement-self-improving-agent
Feb 28, 2026
Merged

Add self-improving agent pattern (.learnings/ feedback loop)#14
johnsirmon merged 2 commits into
mainfrom
copilot/implement-self-improving-agent

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Copilot AI commented Feb 23, 2026

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Implements the self-improving-agent pattern so AI agents working in this repo capture and accumulate knowledge over time rather than losing context between sessions.

What's added

  • .learnings/ — structured log directory with three template files:
    • ERRORS.md — command/tool failures with reproducibility and fix metadata
    • LEARNINGS.md — corrections, knowledge gaps, best practices (categorized)
    • FEATURE_REQUESTS.md — missing capabilities with complexity estimates
  • CLAUDE.md — prepended Self-Improvement Workflow section: when to log, ID format (LRN-/ERR-/FEAT-YYYYMMDD-XXX), and promotion rules
  • .github/copilot-instructions.md — new file; project conventions + self-improvement workflow for GitHub Copilot

Feedback loop

agent interaction
      │
      ▼
.learnings/{ERRORS,LEARNINGS,FEATURE_REQUESTS}.md   ← append during session
      │
      ▼ (when broadly applicable)
CLAUDE.md / copilot-instructions.md                 ← promote to permanent memory

Agents are instructed to review .learnings/ before major tasks, ensuring accumulated knowledge feeds forward into subsequent sessions.

Warning

Firewall rules blocked me from connecting to one or more addresses (expand for details)

I tried to connect to the following addresses, but was blocked by firewall rules:

  • clawhub.ai
    • Triggering command: /home/REDACTED/work/_temp/ghcca-node/node/bin/node /home/REDACTED/work/_temp/ghcca-node/node/bin/node --enable-source-maps /home/REDACTED/work/_temp/copilot-developer-action-main/dist/index.js (dns block)

If you need me to access, download, or install something from one of these locations, you can either:


🔒 GitHub Advanced Security automatically protects Copilot coding agent pull requests. You can protect all pull requests by enabling Advanced Security for your repositories. Learn more about Advanced Security.

…ot-instructions.md)

Co-authored-by: johnsirmon <11774402+johnsirmon@users.noreply.github.com>
Copilot AI changed the title [WIP] Implement self-improving agent from Clawhub repository Add self-improving agent pattern (.learnings/ feedback loop) Feb 23, 2026
Copilot AI requested a review from johnsirmon February 23, 2026 21:50
@johnsirmon johnsirmon marked this pull request as ready for review February 28, 2026 17:13
@johnsirmon johnsirmon merged commit bfeedff into main Feb 28, 2026
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2 participants