Canhada-Labs

Lesson Evolve — Development skill for Claude Code

Development community

Cluster accrued lessons into SP-NNN skill-patch drafts — /lesson-evolve.

How to install Lesson Evolve

Installs to ~/.claude/commands/canhada-labs-ceo-orchestration-lesson-evolve.md

Terminal

mkdir -p ~/.claude/commands && curl -fsSL https://raw.githubusercontent.com/Canhada-Labs/ceo-orchestration/HEAD/.claude/commands/lesson-evolve.md -o ~/.claude/commands/canhada-labs-ceo-orchestration-lesson-evolve.md

Restart Claude Code, or start a new session, for it to be picked up.

What Lesson Evolve does

description: Cluster accrued lessons into SP-NNN skill-patch drafts — /lesson-evolve allowed-tools: Bash

/lesson-evolve — instinct → skill promotion pipeline (PLAN-154 item 7)

Deterministically clusters the LIVE lessons store (Jaccard similarity over `scope_tags` — $0 model spend) and, on explicit confirmation, drafts one `SP-NNN` skill-patch proposal per resolved cluster via the EXISTING ADR-031 pipeline (`skill-patch-propose.py`, CR1 scans intact). Proposals are inert drafts under

Alternatives in Development

Patch 2.3k ★
Evolve — 分析直觉（Instincts）并建议或生成进化的结构 1.9k ★
Analyze Cluster Postmortem — Postmortem analysis of cluster failures → OPTIMIZE PROMPTS to work for EVERY use case 1.7k ★