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Implements Self-Improvement Loop based on Cursor's proven patterns: **New Root Documents**: - PLANNING.md: Architecture, design principles, 10 absolute rules - TASK.md: Current tasks with priority (🔴🟡🟢⚪) - KNOWLEDGE.md: Accumulated insights, best practices, failures - README.md: Updated with developer documentation links **Key Features**: - Session Start Protocol: Read docs → Git status → Token budget → Ready - Evidence-Based Development: No guessing, always verify - Parallel Execution Default: Wave → Checkpoint → Wave pattern - Mac Environment Protection: Docker-first, no host pollution - Failure Pattern Learning: Past mistakes become prevention rules **Cleanup**: - Removed: docs/memory/checkpoint.json, current_plan.json (migrated to TASK.md) - Enhanced: setup/components/commands.py (module discovery) **Benefits**: - LLM reads rules at session start → consistent quality - Past failures documented → no repeats - Progressive knowledge accumulation → continuous improvement - 3.5x faster execution with parallel patterns 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>