Shipped system
MAAH / 01 AI Development Manager · SKF
Applied AI.
In production.
I lead the teams building AI for customers and engineers: from product assistants and optimization to reliable, governed delivery.
Product systemsApplied researchTeam delivery

01 / Selected systems
Work with a job to do.
Production systems, measurable outcomes, and the teams making AI useful.
Shipped system
Product Optimization
Recommendation algorithms in engineering tools that match customer requirements to useful product alternatives.35% higher accuracy for optimized alternativesArchitecture
Reference GenAI Platforms
Reusable patterns for data ingestion, retrieval, tool routing, evaluation, and latency and cost controls.People & delivery
AI Development Leadership
Leading AI engineers and data scientists while enabling teams with Codex, Claude Code, GitHub Copilot, MCP servers, and reusable skills.5 specialists · 17 core stakeholdersExploration
Sovereign AI Exploration
Evaluating local GPU clusters, open models, and NVIDIA Run:ai for sensitive enterprise workloads, with Sferical AI.02 / Ask the archive
Go deeper.
Ask about shipped systems, design choices, or the career behind the work. Answers are grounded in source material.
Portfolio assistant
Projects · decisions · evidence