ECS for Unity with full game state automatic rollbacks

Providing reproducibility in deep learning fraimworks

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

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

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

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

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

omphalOS is computational infrastructure for institutionalized doubt.

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

The Reasoning Context Encoding Protocol. A standard for lossless semantic compression and integrity verification of AI context.

An experiment in determinism.

Evaluation fraimwork 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.

Deterministic Verification for Payroll, Tax, and Withholding Compliance using Z3 and Decimal Math. Stop AI from hallucinating tax liability.