ECS for Unity with full game state automatic rollbacks

Providing reproducibility in deep learning frameworks

Intuitive concurrent programming in any language

Convex component for durably executing workflows.

When the stakes are high, intelligence is only half the equation - reliability is the other ⚠️

A determinizing tracer using Ptrace

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

Deterministic Simulation using ROS 2

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.

Determinism: Bit-identical outputs under identical inputs, configuration, and execution environment.

My journey to understand the meaning of life, consciousness, and free will

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

Deterministic Prompt Enhancement with customization, Claude Code Skill | https://www.scuffedepoch.com | https://www.oragenai.com | ORANGE TEAM

Deterministic Simulation Testing in Go

Bit-exact, cross-hardware deterministic matrix multiplication using Q16.16 fixed-point arithmetic and SHA-256 verification. Provides identical AI inference results across NVIDIA GPUs, CPUs, and OSs. Essential for ZK-ML, Fintech, and AI Safety. Includes a PyTorch drop-in replacement, API and GPT-2 demo.

(ACTIVE DEVELOPMENT) Experimental Governed Orchestration System for the end to end creation of free-form applications

Output non-determinism detection tool for shared memory dataflow applications.

omphalOS is computational infrastructure for institutionalized doubt.

Evaluation framework for self-hosted LLMs. Systematic prompt ablation (baseline, CoT, few-shot, self-consistency voting) on Llama 3.1 8B via lm-evaluation-harness, with Wilson CI statistical analysis, determinism validation, and load testing under concurrency. Found chain-of-thought degrades accuracy 25pp at small scale.

An experiment in determinism.