Deterministic LLM framework combining strict context governance (veritas/sim frameworks) with a high-fidelity somatic simulation engine tracking real-time biometric and status vectors.
Batch-invariant inference nodes for guaranteed reproducibility in ComfyUI. ThinkingMachines + ECHO 2.0 + Nemotron patterns.
Safety-first legal NLP system with hierarchical long-document processing, deterministic inference, clause extraction, and rule-based risk engine — built for traceability and deployment constraints.
Plugin-free, deterministic TensorRT-10 warp for LivePortrait & FasterLivePortrait. Fixes face deformation/melting and black-frame under GPU contention (the non-deterministic grid_sample_3d plugin), and unblocks TensorRT 10. Drop-in, ~25% faster.
Higgins Decomposition (Hs) — deterministic compositional inference instrument. 18 domains, 36 systems. CNT engine + CNQ quaternion verification (IEEE-floor on Backblaze, Planck CMB, SM Neutrino). Apache-2.0 (code) + CC BY 4.0 (docs).
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