What I'm learning, shared.

No content for content's sake. Honest notes drawn from real AI systems in production: RAG, agents, costs, on-prem. I write up what's been useful to me, to save you time.

The deliverable

What an audit report looks like, in full.

Describing a deliverable is worth nothing: nobody can judge a sentence. So I publish a complete one, on a case fabricated end to end, with the verdicts argued, the arithmetic shown and the technical annexes.

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FeaturedAgentsSeptember 2026

Agent Skills, the folder that teaches AI your procedures

The word has been going round for months without anyone telling you what it covers. A skill is a folder of instructions loaded on demand: what it changes for your context, your bill and your security.

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6 min read

Use cases

The case that looks like yours.

Five shapes the work takes, from the simplest to the deepest. Each one opens onto what I have written about it, in detail and without jargon. If yours isn't here, that is exactly what the first exchange is for.

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Five cases among others. The full library runs to twenty-eight pieces.

All articles

Quick reads, ideas that hold up.

RAG, agents, LLM costs, production reliability: what I actually see in the field, no fluff.

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