knowledge-aggregation

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The Nervous Machine framework aggregates distributed ML experiment findings from Karpathy's autoresearch repository across heterogeneous hardware (H100, Blackwell, GH200) using a graph-based certainty scoring system to distinguish universal optimization strategies from hardware-specific architectural artifacts, enabling isolated forks to collaboratively build shared knowledge.

Andrej Karpathy Nervous Machine NM framework autoresearch SETI@home H100 GB10 Blackwell GH200 RoPE SwiGLU SDPA
nervousmachine.substack.com · hb_124 · 1 day ago · details · hn