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

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

An experiment in determinism.

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

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.

Deterministic verification protocol: validates authority-governed execution and records immutable evidence receipts.

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

Deterministic Agent Control via Geometric Latent Space. An LLM-driven Lattice VM (Rust/WASM) that compiles natural language intent into verifiable assembly, eliminating execution hallucination.

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.

A practical framework for consistent ChatGPT results: structured workflows, safety checks, smarter memory habits, and repeatable commands.

Finality-grade verification primitives for post-hoc truth determination.

One-command determinism + manifest for ML projects.

Structured institutional memory layer of the MoCKA deterministic governance architecture.

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

Pre-delivery truth infrastructure

Official implementation of the SNI Unitary Point Equation. Deterministic Prime Generation (MSE ~0.0) & Riemann Zeros Prediction.