Learn and evolve agent instincts
continuous-learning-v2skillsetup L3★0
Sheshiyer/skill-clusters ↗What it does
Extract atomic instincts from sessions and evolve into skills
Best for
Long-running development projects where patterns repeat across sessions and can be learned and reused.
Inputs
- · Claude Code session logs
- · Hook observations (PreToolUse/PostToolUse events)
Outputs
- · Confidence-scored instincts
- · Project-scoped instinct library
- · Promoted global instincts
Requires
- · Claude Code hooks (.claude/hooks)
- · Instinct storage (project-scoped or global)
Preconditions
Claude Code v2.1+, project-scoped isolation support, hook observability
Failure modes
Low-confidence instincts pollute library, scope leakage (React pattern used in Python project), instinct evolution to skill fails
Trust signals
- · Project-scoped isolation (v2.1+)
- · Confidence scoring on instincts
- · Automatic promotion when pattern seen in 2+ projects