Coach Denis - Blog

Your AI re-reads everything, every single question. The fix: a map of your files

Thu, 09 Jul 2026 00:00:00 +0200

The short version

What it is: a knowledge graph is a map of your files - documents, PDFs, notes, screenshots - built once, with the links between them. Your AI consults the map instead of re-reading everything at every question.
Why it matters: today, your AI digs through your folders like someone leafing through the whole binder for every question. With the map: faster answers, much cheaper, and a memory that survives from one session to the next.
The catch: the map is only as good as your files, it goes stale when they change, and the tool of the moment is a plugin - so the usual reflex applies: audit before you plug in. And on code inside a real IDE, this map already more or less exists - debunk at the end of the article.
This is for you if: you’ve piled up documents everywhere, you keep asking your AI the same questions about your own work, and you’re tired of it starting from zero every conversation.

What it actually is

When you ask your AI “find what I decided about pricing” or “give me the status on this client”, here’s what happens backstage: it digs. It opens files, skims them, opens more, starts over. Like someone leafing through the entire binder, page by page, for every single question. It works - but it’s slow, it’s expensive, and by the next conversation it has forgotten everything: it leafs through again.

10,000 skills for your AI: the real lever - and the trap

Mon, 06 Jul 2026 00:00:00 +0200

What it actually is

A skill is a small bundle of instructions - a plain-language playbook - that your AI goes and fetches by itself, exactly when it needs it, and not before. You don’t repeat it every conversation: it’s there, filed, ready.

Make a real video just by chatting: Claude Code + Remotion

Sun, 05 Jul 2026 00:00:00 +0200

What it actually is

Remotion is a tool that builds videos out of code instead of a timeline. Every frame is described in text - so a video becomes a thing a machine can read, change, and re-render, exactly the way it reads a document.