Writing, reviewing & teaching.
Technical reviewing for Manning Publications, a body of long-form articles written for clients, an ongoing public series on production AI, and the occasional classroom — all on the same questions about what makes AI systems actually work.
Evaluating AI Systems
Technical review of Panos Alexopoulos's book on evaluating AI systems — retrieval quality, generation, and end-to-end measurement.
Rearchitecting LLMs
Technical review of Pere Martra's book on the architectures behind modern LLMs and how they evolve in production.
Walma.ai — thought leadership library
Wrote Walma's full library of long-form thought leadership — establishing the company's technical authority and the foundation for downstream content.
- EU data sovereignty and the legal architecture of European AI
- RAG pipeline architecture — what production retrieval actually requires
- Shadow AI risk and how enterprises lose control of model usage
- The EU AI Act — practical implications for builders, not lawyers
- What production-grade enterprise AI looks like (and what it doesn't)
Teaching LLMs, MCPs, and AI fundamentals
Taught core AI concepts to 30+ classmates at IHM Business School: model fundamentals, retrieval, agentic patterns, and the Model Context Protocol.