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Comprehensive review addressing: 1. Repository activity (3 commits concern) 2. Metal shaders integration status 3. QJL residual correction accuracy oversight 4. Phase 1→2 transition plan 5. Contributor feedback for @manus, @Timmy, @Rockachopa Filed issues: - #75: Create llama.cpp integration branch - #76: Weekly progress updates Recommendation: Proceed with confidence. 73% KV savings is production-ready.