← ClaudeAtlas

continuous-learning-v2listed

Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents. v2.1 adds project-scoped instincts to prevent cross-project contamination.
uzysjung/uzys-claude-harness · ★ 0 · AI & Automation · score 75
Install: claude install-skill uzysjung/uzys-claude-harness
# Continuous Learning v2.1 - Instinct -Based Architecture An advanced learning system that turns your Claude Code sessions into reusable knowledge through atomic "instincts" - small learned behaviors with confidence scoring. **v2.1** adds **project-scoped instincts** — React patterns stay in your React project, Python conventions stay in your Python project, and universal patterns (like "always validate input") are shared globally. ## When to Activate - Setting up automatic learning from Claude Code sessions - Configuring instinct-based behavior extraction via hooks - Tuning confidence thresholds for learned behaviors - Reviewing, exporting, or importing instinct libraries - Evolving instincts into full skills, commands, or agents - Managing project-scoped vs global instincts - Promoting instincts from project to global scope ## What's New in v2.1 | Feature | v2.0 | v2.1 | |---------|------|------| | Storage | Global (~/.claude/homunculus/) | Project-scoped (projects/<hash>/) | | Scope | All instincts apply everywhere | Project-scoped + global | | Detection | None | git remote URL / repo path | | Promotion | N/A | Project → global when seen in 2+ projects | | Commands | 4 (status/evolve/export/import) | 6 (+promote/projects) | | Cross-project | Contamination risk | Isolated by default | ## What's New in v2 (vs v1) | Feature | v1 | v2 | |---------|----|----| | Observation | Stop hook (session end) | PreToolUse/PostToolUse (100% reliable) | | Analysis | Main context | B