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 🐍

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).

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

Deterministic AI verification for model identity, configuration, behavioural fingerprints, and alignment freshness using runtime attestation and fail closed safety rules.

🎓 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.

🧠 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。

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

Make LLM workflows explicit and deterministic

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

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

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

🚀 Grid 2.0 - Deterministic AI Website Builder. AI for understanding, algorithms for execution. Export real code you own.

An embedding engine built for the sovereign web.

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.

An educational example showing how to build a guardrailed, tool-augmented AI assistant in C# (.NET 10) using Ollama, with deterministic validation, tool constraints, timeouts, and safe fallbacks.

High-performance exact vector search on NVIDIA & AMD GPUs. 9354 QPS (RTX 5090D), 6275 QPS (RX 7900 XTX). Open-source, deterministic, and recall=1.0 — enabling Trustworthy AI at the edge.