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nshkr-research

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nshkrdotcom / trinity_coordinator

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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.

machine-learning elixir router orchestration coordinator exunit axon multi-agent-systems dialyxir credo nx bumblebee hexdocs req exla large-language-models llm agentic-ai model-routing nshkr-research
  • Updated May 29, 2026
  • Elixir

nshkrdotcom / ml_musings

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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.

education machine-learning elixir deep-learning automatic-differentiation artificial-intelligence neural-networks gpu-acceleration gradient-descent lora attention-mechanism black-box-optimization dimension-reduction evolution-strategy linear-probing mixture-of-experts exla elixir-nx nshkr-research high-dimensional-geometry
  • Updated May 26, 2026
  • Elixir

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