Writing

Field notes on AI systems, agents, and the ideas that survive production.

Leiden, NL — Independent notes — 2026

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01
EnterpriseAI

Enterprise AI Integration: From Prototype to Production

Over the past few years, I have seen many companies struggle with the same uncertainty around AI integration. Almost everyone agrees that AI represents a major transformation. Bringing it into business processes at the right time is now widely treated as a strategic priority.

3 September 2026
6 min read
Research note / 01

Why AI projects die between the demo and production

A working demo proves almost nothing about production. Here is the gap we see most often at LMXAI, and the engineering that closes it.

Open research note
MEANING ENTITY CONTEXT CONCEPT CONSTRAINT RELATION

Notes worth keeping.

Occasional essays on building AI that works beyond the demo.