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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
— Nine essays · Nine 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 · 26·07·2026 · BY MAX KRUKOVSKY

Why you want a model-agnostic gateway, not one provider's chat.

Tie yourself to one provider and you get one provider's models. The ability to route any task to any model is the lever on both capability and cost…
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04
4 min read
800 words
Updated 26·07·2026
Technical
ESSAY · 09·08·2026 · BY MAX KRUKOVSKY

Staff augmentation vs traditional hiring, answered by someone who runs both.

I run both sides of this comparison. I hire engineers into my own company, and I place engineers into other people's teams, so every week I watch the same decision made from both ends…
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05
5 min read
1,102 words
Updated 09·08·2026
Buyer's guide
ESSAY · 18·08·2026 · BY MAX KRUKOVSKY

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…
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06
6 min read
1,458 words
Updated 18·08·2026
Featured
ESSAY · 01·09·2026 · BY MAX KRUKOVSKY

Outstaffing is not outsourcing, and the difference is the ceiling.

People use outstaffing and outsourcing interchangeably, and they are not the same business. They are not even similar businesses…
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07
5 min read
1,045 words
Updated 01·09·2026
Buyer's guide
ESSAY · 14·09·2026 · BY MAX KRUKOVSKY

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…
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08
7 min read
1,711 words
Updated 14·09·2026
Technical
ESSAY · 03·10·2026 · BY MAX KRUKOVSKY

A star on the CV who couldn't string two words together.

Complete fiasco yesterday. Great candidate on paper: every technology the client wanted, even a bit of the rare commercial AI experience they were hoping for…
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09
3 min read
695 words
Updated 03·10·2026
Staffing