Continual Learning & Self-Knowledge Enhancement

This domain provides autonomous agents with the capability to reflect on real-world execution, capture novel edge cases, and self-improve their domain knowledge without human intervention.

skills/continual-learning/
├── knowledge-enhancement-loop/          # Transcript mining, fact extraction, and skill patching
├── incident-postmortem-to-guardrail/    # Converts SRE incident findings into pre-merge DevSecOps checks
└── guardrail-regression-testing/        # Regression testing ensuring guardrails catch bugs with 0 false positives

The Knowledge Flywheel

[Real-Time Incident / Outage / CI Discovery]
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    1. SRE Triages Incident / Gatekeeper Traps Error
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    2. Blameless PIR & Root Cause Isolated
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    3. Knowledge-Enhancement Loop Activates (AGENTS.md updated)
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    4. Auto-Generates Guardrail in DevSecOps Reviewer
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    5. Guardrail Regression Testing Verifies Accuracy
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[Future Deployments Block the Failure Mode Pre-Merge]