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AI Summary
- DeepSeek's mHC uses Birkhoff polytope to treat residual mapping as convex combination of permutations for norm preservation
- Macro-architecture and micro-design merge to create more expressive foundational models through manifold-constrained hyper-connections
- System engineering optimization including kernel fusion with TileLang and DualPipe scheduling maintains 6.7% overhead