Skill System Insight

Unified OBSERVE → EVOLVE engine for user adaptation.

This skill turns sessions into structured behavioral insights ("facets"), uses those facets to maintain a dual-matrix soul state, and periodically evolves soul profiles and workflow recipes — all versioned and rollbackable.

Two Phases, One Skill

Phase 1 — OBSERVE
  Extract facets → Update matrix buffers → (optional) Trigger synthesis

Phase 2 — EVOLVE
  Read accumulated data → Plan evidence-backed changes → Apply with versioning → Snapshot for audit/rollback

Phase 1 produces raw signal. Phase 2 consumes it to make durable changes.

Architecture: Hybrid 3-Layer System