Open the hood on neural networks. Component-level model surgery, analysis, and composition.

A local AI model training, distillation, model surgery, GGUF conversion, and Ollama export workbench. 本地 AI 模型训练、蒸馏、模型手术与导出工具箱。

SafeTensors parsing, validation, bounded slicing, checksums, deterministic writing, and row-chunk helpers for Elixir and Nx.

Nx SVD/SVF factorization primitives for neural network model surgery and TRINITY artifact export.

Deterministic tensor patch plans, patch application, and tensor path traversal for neural network model surgery.

Public EPI research scaffold for energy-aware AI evaluation, measurement discipline, and claim boundaries.