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.

🧠 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.

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

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

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

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

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.

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.

Sovereign Agent Runtime v3.0 - Deterministic AI agent framework with cryptographic verification and autonomous execution for AxiomHive

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.