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- Replace "Reflection Pipeline" with "Learning Missions" (self-improvement, skill-extraction, conversation-insights) - Add "Skills System" section covering ironclaw_skills crate, deterministic selection pipeline, CodeAct integration, confidence tracking, v1 migration - Update MemoryDoc types table (add Skill, remove Playbook as primary) - Update Integration Scaling section: Skills replace Capabilities-as-knowledge as the concrete implementation - Update example from Capability YAML to SKILL.md format with credentials - Fix thread state machine (remove Reflecting state) - Update key files table and test counts - Add self-improvement feedback loop diagram Co-Authored-By: Claude Opus 4.6 (1M context) <[email protected]>