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.

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

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

RFT-SIRM research laboratory for invariant systems, deterministic execution, mathematical foundations, and high-concurrency runtime architecture.

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

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

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

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

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

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.

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

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

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.

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.