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James Kenneth Collin Auchterlonie
Engineer. Builder. Founder of MLNavigator — AI-driven compliance and workflow platform for aerospace and defense firms.

My Focus

Specialized solutions for industries requiring precision, compliance, and reliability

Aerospace & Defense

Organizations building mission-critical systems requiring the highest standards of safety, security, and regulatory compliance.

MROs (Maintenance, Repair & Overhaul)

Maintenance facilities managing complex workflows, compliance documentation, and asset tracking for aircraft and defense systems.

Compliance‑First Software

Software companies building secure, compliant platforms that meet stringent regulatory requirements including CMMC, ITAR, and AS9100 standards.

About

Engineer. Builder. Founder of MLNavigator — an AI-driven compliance and workflow platform for aerospace and defense firms. Your own offline data expert & engineering assistant — that truly learns.

Specializing in:

  • AI systems that think beyond prompts (LoRA, MLX, multi-agent orchestration, new MPLoRA)
  • Compliance-first innovation (CMMC, AS9100, defense-grade security)

Currently:

  • Developing air-gapped, on-device AI for MROs (Maintenance, Repair & Overhaul)
  • Driving MLNavigator toward DoD/SBIR opportunities and aerospace partnerships
  • Building infrastructure that lets AI operate where regulation, precision, and uptime matter most

Background:

  • 6+ years in engineering and operations
  • 8+ years design, 5+ CAD (CATIA, AutoCAD)
  • Expertise with Apple Silicon optimizations, adaptive AI tuning, and compliance frameworks

Areas of Expertise

Specialized skills and knowledge across technical, business, and industry domains

Technical

TypeScriptReact/Next.jsNode.jsPythonAI/ML (TensorFlow, PyTorch)CAD (CATIA, AutoCAD)DockerAWS/GCP

Deep expertise in AI/ML architecture, enterprise system design, and technical strategy development

Business

Project ManagementAgile/ScrumTechnical LeadershipBusiness DevelopmentStrategic PlanningTeam ManagementStakeholder Communication

Leadership experience in business development, strategic partnerships, and technical team management

Industry

Aerospace & DefenseCMMC ComplianceAS9100 StandardsITAR RegulationsSafety-Critical SystemsDefense Program ManagementRegulatory Compliance

Specialized knowledge in regulatory compliance, defense industry requirements, and safety-critical systems

Professional Experience

Chronological overview of professional journey and key milestones

No timeline items available.

Education

Academic background and specialized training in engineering and design

Wichita State University

Bachelor of Science in Industrial Engineering

Focused on systems optimization, manufacturing processes, and engineering management. Relevant coursework included CAD/CAM, quality control, and production systems.

Butler County Community College

Associate of Science in Mathematics and Statistics

Foundational coursework in mathematics and statistical analysis. Developed strong analytical and problem-solving skills applicable to engineering and data-driven decision making.

Current Focus Areas

Building secure, compliant AI solutions for defense and aerospace with a focus on offline capabilities and regulatory compliance

Secure AI Development

Creating defense-grade AI systems that meet CMMC and AS9100 standards with air-gapped, offline capabilities

Compliance Automation

AI-driven workflow automation for regulatory compliance in highly regulated industries like aerospace and defense

Offline Intelligence

Developing on-device AI solutions that function without internet connectivity for secure, sensitive environments

Engineering Assistance

AI tools that learn from engineering workflows to provide contextual assistance and process optimization

Let's Connect

Interested in AI-driven compliance solutions, aerospace partnerships, or discussing MLNavigator opportunities?

Availability

Monday–Thursday
11am–4pm
Friday–Saturday
2pm–6pm

Send a Message

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