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MLNavigator

Applied research and regulated deployments for deterministic AI systems.

stable 2025-present Founder & CEO
Regulated AI Offline Deployment Compliance Research

What It Is

MLNavigator Inc. focuses on the practical application of deterministic AI in regulated sectors. We specialize in building systems that meet strict auditability and safety requirements, ensuring that AI reasoning is traceable and reproducible.

Why It Matters

Regulated industries cannot adopt "black box" AI. MLNavigator provides the bridge between advanced model capabilities and the rigorous documentation required for production deployment in aerospace, defense, and healthcare.

Key Features

  • Auditability as a Safety Property - Core design philosophy for all systems.
  • Regulated and Offline Deployment - Architecture that functions without cloud reliance.
  • Verified Reasoning Trails - Using execution receipts to document decision paths.
  • Compliance Integration - Mapping AI output to existing regulatory frameworks.

Applied Research

Our research focus includes deterministic inference runtimes, verifiable execution receipts, and quantization strategies that preserve numerical stability in high-stakes environments.