Save thousands of lines of code by building universal, domain-agnostic Multi-Agent Systems (MAS) through high-level semantic orchestration. This repository provides a production-ready blueprint for the Agentic Era, allowing you to replace rigid, hard-coded workflows with a dynamic transparent Context Engine that provides 100% transparency.

Deterministic verification layer for LLMs | AI hallucination detection | Model output validation | Formal verification for AI | Python 🐍

Evidence-based endurance coaching protocol for any AI/LLM. Deterministic training guidance with Intervals.icu integration.

Open-source KYC/AML compliance automation. 17 human-in-the-loop checkpoints, free public data sources, deterministic risk scoring. Runs on Claude Cowork, Claude Code, or any Claude client.

AI Deterministic Tester

Deterministic-mode checks for LLM inference: measure run/batch variance, generate repro packs, and explain why outputs differ.

Valori is a Deterministic Memory OS that sits between intelligence (LLMs) and reality (devices, products, decisions).

OWL 2 skill compiler for deterministic AI agents — transforms SKILL.md into validated RDF/ Turtle ontologies with SHACL gatekeeper

A Recursive Ontological Framework for Cognitive Design, Neurodivergence Modeling, AI Co-Development, and "Structural AI"

Production-grade TypeScript AI runtime focused on reliability, governance, and reproducible LLM systems. Multi-provider gateway, agents, RAG, workflows, policy engine, audit trails, and deterministic testing — built for teams shipping AI in production.

Policy Language for AI Agents. Deterministic safety language, Z3-verified policy enforcement.

🎓 Free course on deterministic AI verification. Learn how to mathematically prove LLM output correctness using formal methods. From theory to production workflows with QWED-AI.

AI Identity and Behavioural Fingerprinting

Open Symbolic AI Core Repository

🧠 The AI that finds the code you didn't know you needed - Sublinear-intelligence MCP server for discovering GitHub leverage

EN: An overfitted SD prompt engine with severe "aesthetic snobbery," forcibly transforming mundane ideas into professional-grade physical rendering instructions. CN: 一个具备“审美洁癖”的过拟合提示词引擎，强行将平庸构思纠偏为具备极致物理质感的工业级渲染指令。

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

Secure your AI agents with policy-based authorization. Wraps browser-use, Playwright, LangChain, and PydanticAI with pre-action guardrails and post-execution verification.

Steward — governance calculus for AI systems. Contract-driven evaluation with parallel lenses and deterministic synthesis: PROCEED / ESCALATE / BLOCKED.

Make LLM workflows explicit and deterministic

Geometric programming languages built on field theory: WPE/TME (AI reasoning, semantic calculus) and Crystalline (code synthesis, optimization). Physics-based, deterministic.

Deterministic autonomy kernel using H₀ persistent homology for O(1) structural recognition. 15 patents. 5 domains. 42 tests.

Deterministic on-chain logic synthesis verified by the Horpestad Standard.

Four Tests Standard (4TS) - Vendor-neutral specification for verifiable AI governance

A rules-first AI medical triage and lab-result interpretation web application

An embedding engine built for the sovereign web.

Nexus Forensic: A Neurosymbolic compliance engine transforming clinical protocols into computable medical law. Leverages fine-tuned MedGemma as a structural compiler and Google HAI-DEF for deterministic adjudication of clinical, facility, and IoT telemetry claims. Currently piloted in Kenya for MoH/KQMH standards.

Deterministic Verification for Infrastructure as Code (IaC). Prove security of Terraform, Kubernetes, and AWS IAM policies using Z3 Solvers and Graph Theory to prevent misconfiguration and cost overruns.

System Topology Manifest (STM) defines a graph-structured metadata standard describing how services connect, trigger, and exchange data—enabling Network-, Knowledge-, and Retrieval-Augmented AI systems to reason over real-world system topologies.

🤖 Build a guardrailed, tool-augmented AI assistant in C# with deterministic boundaries for safe, reliable outputs and local chat capabilities.