determinism

The context orchestration layer powered by hypergraphs. Build a unified semantic context layer where agentic outcomes are deterministic and agent behavior is not just traceable, but cryptographically verifiable.

ECS for Unity with full game state automatic rollbacks

Providing reproducibility in deep learning frameworks

Intuitive concurrent programming in any language

Smart Promise Tracker AI 2026 – Commit Memory Engine

Convex component for durably executing workflows.

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

A neuro-symbolic runtime architecture (DIR) for Responsibility-Oriented Agents (ROA). By decoupling probabilistic LLM reasoning (User Space) from deterministic execution (Kernel Space), it ensures safe, invariant-driven, and auditable AI autonomy.

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

A deterministic bytecode virtual machine for agent execution, with a verifying assembler and serializable continuations

Deterministic bytecode VM - register-machine core, CFG verifier, replay, metering, snapshots. Zero dependencies, single crate.

renew engine: an AI-first game engine in Rust, built to be operated. Bit-deterministic fixed-timestep simulation in Q47.16 fixed point, Vulkan rendering through ash, and every capability driven from the CLI with schema-versioned JSON. 29 modular crates, desktop and mobile. Apache-2.0. Early development.

Experimental pedagogy: I don't teach, I learn and document along the way. Anyone can join.

UE5 Deterministic math library (fixed point)

ZEOS: a transformer operating system — priority-preemptive scheduling, protected mode, and deterministic replay for LLM jobs

The open benchmark for measuring the reliability, reproducibility, and determinism of AI context systems. Transparent metrics, reproducible tests, vendor-neutral results. Context Trust Levels CTL 0-4.

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

Write one C++20 compute flow. Run it on CPU, Metal, or Vulkan. Get bit-identical results—with replay, fixed-point math, and no silent fallback.