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❗️Event Announcement.

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📅 7th May · Doors 6:00 PM, Start 6:30 PM

How Many SKILL. md Files Is a Profession?
Discovering accounting's patterns from the corrections of human experts

🎤Nikolay Turusin, Data Science Lead · Anna Money

A profession decomposes into a finite library of procedural patterns — smaller than you'd expect. And you don't find them by interviewing experts. You find them by watching where experts correct the system.

Nikolay is building a production UK Corporation Tax engine on GenAI. This is his field report: what the right unit of work looks like inside an LLM system, why this kind of automation suddenly becomes tractable, and what expert-bounded self-improvement means when you're shipping to real users.

Candid talk. Open discussion. Bring questions.

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