04 - FIELD NOTES

Useful notes from real AI work.

Practical thinking on AI systems, product decisions, compliance pressure, and the parts of implementation that rarely make it into slide decks.

I Deployed a RAG Chatbot to 20,000 Users. Here's What Actually Broke.

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AI SystemsRAG

I Deployed a RAG Chatbot to 20,000 Users. Here's What Actually Broke.

The retrieval worked fine. The chunking strategy, embedding quality, and edge cases — that's where most teams fail. A production postmortem from 11 months in the field.

15 March 202612 min read

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EU AI ActStrategy

EU AI Act Compliance for SMBs — What You Actually Need to Do Before August 2026

A practical step-by-step guide for 20-200 person European companies. No jargon, no consultant-speak — just what to actually do.

28 February 20269 min read

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AI StrategyProduct Design

The Real Reason 80% of AI Implementations Fail in European Companies

It's not the model. It's not the data. It's who owns all three dimensions simultaneously — and why that person almost never exists on the team.

10 February 20268 min read

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06 - CONTACT

Let's build something
worth building.

I reply within 24 hours. Bring the problem, the prototype, or the workflow that needs to become real.

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Useful notes from real AI work.

I Deployed a RAG Chatbot to 20,000 Users. Here's What Actually Broke.

EU AI Act Compliance for SMBs — What You Actually Need to Do Before August 2026

The Real Reason 80% of AI Implementations Fail in European Companies

Get the good stuff directly.

Let's build somethingworth building.

Useful notes from real AI work.

I Deployed a RAG Chatbot to 20,000 Users. Here's What Actually Broke.

EU AI Act Compliance for SMBs — What You Actually Need to Do Before August 2026

The Real Reason 80% of AI Implementations Fail in European Companies

Get the good stuff directly.

Let's build somethingworth building.

Let's build something
worth building.

Let's build something
worth building.