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

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

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

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.

Deterministic Simulation Testing in Go

Record once → replay forever → deterministic tests for AI agents.

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

omphalOS is computational infrastructure for institutionalized doubt.

An experiment in determinism.

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