deterministic-runtime

SoulState is a deterministic, systems-grade granular reactive runtime for modern JavaScript and React applications. Designed for surgical updates with near-zero overhead, it delivers predictable performance, scalable reactivity, and an intuitive developer experience—all in a tiny footprint.

Deterministic execution engine and persistent state runtime for Lexum control plane programs.

paceval is a high-performance mathematical runtime for deterministic AI and energy-efficient edge computing.

Research and engineering hub for invariant-preserving computation, deterministic runtime architecture, and formalized mathematics. Connects reproducible spectral results with blockchain infrastructure, runtime verification, and exploratory systems research within the RFT-SIRM programme.

A cognitive runtime architecture that transforms experience into reusable structure, reducing the reasoning required to operate over time.

A local multi-agent runtime that compiles work into execution graphs built on Pi.

Reusable TRINITY router and coordination framework for deterministic agent routing, provider pool contracts, typed coordination patterns, and local-first AI infrastructure.

Reusable GEPA optimizer framework for typed candidate generation, evaluation, persistence posture, tracing contracts, and deterministic prompt optimization infrastructure.

DSO Deterministic Router — classifies tasks by semantic register and domain using hash-based lookup + decision tree. Zero LLM calls, zero API calls, pure deterministic logic.

A deterministic runtime and research platform for scheduling computation by temporal utility, freshness, and deadlines.

DSO Swarm Orchestrator — DAG-based deterministic agent coordination layer. Routes tasks through a directed acyclic graph of DSO deterministic agents and decides when to escalate to LLM agents.

DSO Deterministic Validator — checks agent outputs for register compliance, schema correctness, and quality criteria. Zero LLM calls.

Native C virtual machine for AiLang bytecode execution, syscall dispatch, diagnostics, and embeddable runtime integration.

DSO Deterministic Matcher — fast pattern matching between current problems and past experience forest. Bagging + weighted voting. Zero LLM calls.

Enterprise production-grade resilient agent mesh and deterministic runtime framework for durable multi-agent execution

An execution kernel that treats LLMs as untrusted compute and enforces policy via deterministic runtime interception.