continuous-learning-v2
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
npx skills add vibeeval/vibecosystem --skill continuous-learning-v2 --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Continuous Learning v2 - 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. ## What's New in v2 | Feature | v1 | v2 | |---------|----|----| | Observation | Stop hook (session end) | PreToolUse/PostToolUse (100% reliable) | | Analysis | Main context | Background agent (Haiku) | | Granularity | Full skills | Atomic "instincts" | | Confidence | None | 0.3-0.9 weighted | | Evolution | Direct to skill | Instincts → cluster → skill/command/agent | | Sharing | None | Export/import instincts | ## The Instinct Model An instinct is a small learned behavior: ```yaml --- id: prefer-functional-style trigger: "when writing new functions" confidence: 0.7 domain: "code-style" source: "session-observation" --- # Prefer Functional Style ## Action Use functional patterns over classes when appropriate. ## Evidence - Observed 5 instances of functional pattern preference - User corrected class-based approach to functional on 2025-01-15 ``` **Properties:** - **Atomic** — one trigger, one action - **Confidence-weighted** — 0.3 = tentative, 0.9 = near certain - *
- What's New in v2
- The Instinct Model
- How It Works
- Quick Start
- 1. Enable Observation Hooks
- 2. Initialize Directory Structure
- 3. Use the Instinct Commands
- Commands
- Configuration
- File Structure
- Integration with Skill Creator
- Confidence Scoring
- Why Hooks vs Skills for Observation?
- Backward Compatibility
mkdir -p ~/.claude/homunculus/{instincts/{personal,inherited},evolved/{agents,skills,commands}}
touch ~/.claude/homunculus/observations.jsonlWhat does the continuous-learning-v2 skill do?
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
How do I install it?
Run `npx skills add vibeeval/vibecosystem --skill continuous-learning-v2 --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From vibeeval/vibecosystem, a repository with 521 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.