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— Thinking —

Notes from the operators' floor.

Long-form essays on what we've learned. Some about AI. Some about businesses. All true. Written by Max, not by an agency content team.

Get on the calendar or — read the manifesto below
— Four essays · Two published —
ESSAY · 14·05·2026 · BY MAX KRUKOVSKY

Why most AI consulting fails inside real businesses.

Most AI consultants have never been inside a real business. They've been inside AI. That, in one line, is why their work breaks the day it meets your Tuesday morning…
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01
12 min read
1,800 words
Updated 14·05·2026
ESSAY · 02·07·2026 · BY MAX KRUKOVSKY

Make it rule-based, and call the LLM as rarely as possible.

The most expensive mistake in an AI project is using the LLM for everything. The architecture that actually works is the opposite instinct…
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02
4 min read
700 words
Updated 02·07·2026
Technical
ESSAY · 13·07·2026 · BY MAX KRUKOVSKY

Most companies that say they are AI just wrap ChatGPT, and you can do the same thing yourself.

Very many companies that say we are AI just build a wrapper around ChatGPT and call it AI. There is no magic, and that changes how you should buy…
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03
3 min read
600 words
Updated 13·07·2026
Buyer's guide
ESSAY · IN DRAFT

What a Magento operator learned that AI consultants get wrong.

Fourteen years of pricing rules and B2B tier logic and warehouse routing teaches you what AI is actually for. Most of our competition didn't go to this school…
04
~10 min read
By Max K.
Coming soon
ESSAY · IN DRAFT

Productionising RAG, honestly.

An eval discipline that killed BM25+RRF and parked a Cohere reranker. What survived, what didn't, and the unglamorous engineering between a demo and a product…
05
~14 min read
By Max K.
Technical