improvement▌

Edit and improve articles by restructuring sections, enhancing clarity, and tightening prose.

Log learnings and errors to markdown files for continuous improvement. Coding agents can later process these into fixes, and important learnings get promoted to project memory.

Automated learning capture in CI pipelines that deduplicates failure patterns and proposes prevention rules. \n \n Inspects PR check results and CI failures to identify recurring patterns tracked by stable pattern_key , promoting only when recurrence thresholds are met (3+ occurrences across 2+ distinct runs within 30 days) \n Ingests learning candidates from simplify-and-harden-ci and emits machine-readable YAML output without interactive prompts, suitable for headless GitHub Actions workflows

$22

Captures learnings, errors, and corrections to enable continuous improvement across agent tasks. \n \n Logs failures, user corrections, knowledge gaps, and API errors to structured markdown files ( .learnings/ERRORS.md , LEARNINGS.md , FEATURE_REQUESTS.md ) with consistent ID, priority, and metadata \n Supports promotion of broadly applicable learnings to project memory files ( CLAUDE.md , AGENTS.md , .github/copilot-instructions.md ) to prevent recurring mistakes \n Includes recurring pattern d

Captures learnings, errors, and corrections to enable continuous improvement across agent sessions. \n \n Logs failures, user corrections, knowledge gaps, and API errors to structured markdown files ( .learnings/LEARNINGS.md , ERRORS.md , FEATURE_REQUESTS.md ) with consistent ID, priority, and status tracking \n Supports promotion of broadly applicable learnings to project memory files ( CLAUDE.md , AGENTS.md , .github/copilot-instructions.md ) and workspace files in OpenClaw ( SOUL.md , TOOLS.m