simplify-and-harden

Revalidate persistent agent knowledge by classifying why it can become stale and how quickly it changes, then retain, revise, externalize, or retire it.

Monitors context window health during large, long-running, multi-session, or explicitly context-sensitive work.

Pipeline orchestrator that classifies incoming coding tasks and routes them through the correct combination of skills at the right depth.

Ensures alignment between user and Claude during feature/spec planning through a structured interview process.

Captures learnings, errors, corrections, and feature requests to enable continuous improvement.

Active runtime recovery for coding agents: when something breaks mid-task, diagnose the root cause, write a fix, VERIFY by re-running the broken thing, then…

Frames coding-agent work sessions with explicit intent capture and drift monitoring.

[Beta] Retrieves task-relevant prior sessions and returns a short, cited brief of decisions, corrections, failed approaches, and unresolved work.

[Beta] Cross-session analysis of accumulated .learnings/ files.

Post-completion self-review for coding agents that runs simplify, harden, re-verification, and micro-documentation passes on non-trivial code or high-impact…

[Beta] CI-only learning aggregation workflow using gh-aw (GitHub Agentic Workflows).

[Beta] CI-only eval regression runner using gh-aw (GitHub Agentic Workflows).