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TRINITY in Elixir (An Evolved LLM Coordinator): route LLM calls via a small-model hidden-state router + Axon coordination head, with Thinker/Worker/Verifier orchestration and policy loop for acceptance-driven completion.

  • Updated May 29, 2026
  • Elixir

Foundations: A premium, hands-on educational curriculum exploring high-dimensional geometry, measure concentration, linear probing, self-attention routing, PEFT (LoRA and SVD surgery), evolution strategies, and sparse Mixture of Experts (MoE) gating. Written from scratch in Numerical Elixir (Nx) and compiled via EXLA.

  • Updated May 26, 2026
  • Elixir

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