Determinism Python Packages

framework-reproducibility

Providing reproducibility in deep learning frameworks

xronos

Xronos revolutionizes robotics software — enabling reproducible behavior, timing control, and rapid root cause analysis through built-in observability.

linguafrancabase

Useful notations and helper functions used in Lingua Franca programs.

tensorflow-determinism

Providing reproducibility in deep learning frameworks

mk10-pro

Pre-delivery truth infrastructure

dir-core

The first open-source implementation blueprint for Intelligent AI Delegation. A deterministic runtime (DIR) and architecture for Responsibility-Oriented Agents (ROA) to bridge the gap between LLM reasoning and safe, auditable production execution.

zpe-dm3

Deterministic computation substrate diagnostic — Zer0pa Computation portfolio. 380v C3-symmetric graph (P_95 □ K_4); ARM64 cross-platform determinism (claim τ); trimodal sawtooth + s50 cliff confirmed for shape; static reconstruction at Tier-2 (R8 OPEN).

qdscreen

Quasi-determinism screening for fast Bayesian Network Structure Learning (from T.Rahier's PhD thesis, 2018)

icl-runtime

Canonical Rust implementation of ICL - parser, normalizer, verifier, executor, CLI, and language bindings (Python/JS/Go)

framework-determinism

Providing reproducibility in deep learning frameworks

otto-mcp

Cognitive commitment engine with constitutional safety. Watches your messages for promises ('I'll send that Monday'), remembers them, and follows up without judgment. Goes quiet when you're depleted. Deterministic core (Patent P1) + optional Claude Opus 4.7 nuance.

reprokit-ml

One-command determinism + manifest for ML projects.

otto-os

Cognitive commitment engine with constitutional safety. Watches your messages for promises ('I'll send that Monday'), remembers them, and follows up without judgment. Goes quiet when you're depleted. Deterministic core (Patent P1) + optional Claude Opus 4.7 nuance.