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.

mentiora-loom

Agent-first browser automation runtime — deterministic Chromium sessions with replay-equal hash chains, MCP-native tools, and a content-addressed action store.

linguafrancabase

Useful notations and helper functions used in Lingua Franca programs.

temper-skills

Test suites + deterministic Python for your agent skills' decision logic. Adversarial persona reviewers write the tests; the generated code must keep passing them — zero LLM calls at inference. Try: uvx temper-skills audit <skill.md>

statepilot

Deterministic state-machine guards for AI-agent workflows: enforce which tools an agent may call, in which order, with loop detection, cost budgets and step caps.

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.

tensorflow-determinism

Providing reproducibility in deep learning frameworks

qwed-tax

The Verification Gate for AI-Generated Tax Decisions

qdscreen

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

mk10-pro

Pre-delivery truth infrastructure

icl-runtime

Python bindings for ICL (Intent Contract Language) — deterministic intent contracts

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.

framework-determinism

Providing reproducibility in deep learning frameworks

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).

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.