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

AI Deterministic Tester

Holt: The sovereign AI orchestrator for regulated industries. Build secure, air-gapped, and fully auditable agent workflows that run entirely on your infrastructure.

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

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

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

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

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

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

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

Axiom Hive Whitepaper: From Gaslighting to Guarantees - Deterministic AI as Antidote to Probabilistic Harms. Includes strategic intelligence briefing, NIST/SEC RFP response kit, and multi-channel publication materials.

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

Field-theoretic dual track python subset. Curvature, phase, and domain-driven optimization. Deterministic and interpretable.

A deterministic proof-generation framework that connects cultural computation, governance logic, and verifiable cryptographic proofs.

ArcOS v1.1 — Natural-Language Cognitive Clone OS. An operating system that executes the user's cognitive structure deterministically through language alone. Part of the Natural-Language OS Series by Masaya Ochiai.

Strategic validation document proving mathematical alignment between deterministic AI strategy and observed market reality. Includes efficiency proofs, architectural comparison, and formal verification.

Quantum-Amplified Core for ultra-low latency, deterministic, provably safe AI with cryptographic security (128-bit FHE). Targeted for high-security applications in defense, finance, and critical infrastructure. Mathematically provable safety, cryptographic guarantees, and zero OS overhead.

Matrix computation framework for deterministic AI systems. Multi-language implementation with Python, TypeScript, and CSS components. Specialized for safety-critical operations.

Deterministic, auditable prototype of the Autonomous Invariant Intelligence loop. Targets decidable domains with propositional logic for zero-entropy outputs via Z3 oracle. Python-based AI framework.

A deterministic, neuro-symbolic AI framework for Unity that maintains authoritative game state around a stateless LLM generator.