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.

Evidence-based AI coach for endurance training. Protocol-driven. Deterministic guidance for any LLM, with Intervals.icu integration.

AISecOps (AI Security Operations) framework for deterministic verification of AI systems. QWED verifies LLM outputs using math, logic, and symbolic execution — creating an auditable trust boundary for agentic AI systems. Not generation. Verification.

Governance-as-Code for AI agents. Declarative constraints with deterministic enforcement. Provisioning Identity, Tool-based rules, Brokering Credentials & Ensuring safe deployment

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.

The bottleneck in AI coding isn't the model: It's the babysitting. Gobby is a local daemon that turns a task into a PR across Claude Code, Codex, Gemini, Qwen, and Droid. Stage dispatch, hook-time rules, progressive MCP proxy, and more. Gobby built Gobby: ~5K commits, ~15K completed tasks and counting.

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

QEC is a deterministic, replay-safe proof and systems architecture for quantum error correction, invariant-driven computation, canonical hashing, replay validation, semantic/citation boundary enforcement, proof telemetry, and inference-boundary receipts.

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

Visual-first architecture workspace with typed graphs, deterministic validation, semantic diffs, and proposal-gated AI changes.

Deterministic policy language for AI agents. Z3 + TLA+ dual-engine formal verification. Runtime enforcement <1ms.

Formalized AI guardrails for financial agents that replace probabilistic filters with Lean 4 mathematical proofs, ensuring only provably compliant actions execute.

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.

🎓 Free course on deterministic AI verification and AISecOps. Learn fail-closed AI architecture, formal verification, audit integrity, MCP security, and trust-boundary engineering with QWED-AI.

Gain confidence with AI code output using a rule-proof process. Spec-Driven Design meets Deterministic AI Engineering.

AI Identity and Behavioural Fingerprinting

UX 🤝 DEV, MCP: Standardizing UX Design System to Developer Handoff. Deterministic UI context for frontend development