Notes

Field notes on building AI in production.

Short, practical notes from talks, workshops, and delivery work — on conversational AI testing, LLMs in production, agentic workflows, data spaces, and governance by design.

Conversational AI Testing
LLMs in Production
Agentic AI
Data Spaces

All Notes

Latest field notes.

Conversational AI · Aug 2026

Testing rigor is becoming the real differentiator in conversational AI

Why repeatable scenario suites, baseline comparisons, and drift checks separate systems that ship from systems that break after a model or prompt update.

Read the note

Production AI · Aug 2026

Production AI, not demo AI — the thesis behind my ICMarkTech 2026 keynote

Evaluation first, architecture second, governance always on: the framing behind the ICMarkTech 2026 keynote on practical AI implementation.

Read the note

Data Spaces · Aug 2026

Data spaces and AI: trust and sovereignty by design

How data-space-aligned architecture and governance controls make multi-organization AI collaboration compliant and stable — notes from the Ocean Enterprise work.

Read the note