Machine Learning Researcher
James KC Auchterlonie
Founder at MLNavigator · Building adapterOS
Applied research for deterministic AI systems. Cryptographically verifiable inference with execution receipts for regulated deployments.
Companies & Projects
Building tools and systems for deterministic AI, e-commerce, and privacy-first solutions.
MLNavigator
stableApplied research and regulated deployments for deterministic AI systems. Building the future of verifiable machine learning.
adapterOS
wipDeterministic inference runtime with cryptographically verifiable execution receipts. Audit trails for regulated AI deployments.
AuchShop
pausedE-commerce platform with Shopify and Amazon integrations. Multi-channel inventory synchronization and order management.
Scopic Surgical
stableSystems and commerce engineering for medical supply chains. Streamlining surgical equipment distribution.
AuraSafe
stableHarm-reduction and privacy-first tracking solutions for sensitive environments. Protecting people through technology.
Expertise
Specialized in building deterministic, verifiable AI systems.
Machine Learning
Deep learning, neural networks, model optimization, and inference systems for production deployments.
Cryptographic Verification
Execution receipts, audit trails, and deterministic systems for regulated AI environments.
Systems Engineering
High-performance Rust, MLX, and low-level optimization for inference runtimes.
Full-Stack Development
Web applications with Leptos, React, and modern tooling. E-commerce integrations.
Data Engineering
Pipeline architecture, data processing, and analytics infrastructure.
Privacy & Security
Privacy-first design, secure systems, and harm-reduction technology.
Writing
Thoughts on deterministic AI, system design, and building for the future.
Transparency Does Not Guarantee Safety
→2026-02-01When Institutions Are Slow to Admit What They Know
→2026-02-01What Offline & Private AI Actually Means
→2025-11-14Why Black Boxes Are a Governance Failure
→2025-11-21Building Systems That Can Be Answered For
→2025-12-05Why Auditing AI Reasoning May Be the Only Way to Avoid a Robot War
→2025-12-12Building adapterOS: Trying to Measure What Everyone Said Couldn't Be Known
→2025-10-15Building adapterOS: Trying to Measure What Everyone Said Couldn't Be Known
→2025-12-26Scaling Without Losing Shape
→Tools
Online utilities and applications.