Skip to content
Areas of expertise

What I actually help with

Seven areas, in the order they usually come up: understand what exists, check it, change it, make sure the change held. Plus the two that are really about people and about how AI is used in your project.

Nothing here is sold by the piece · You buy a level of involvement · Cancel any time

Seven areas

In the order the work usually happens

Most products need the first two before anything else is worth doing.

A fair question

Why not just ask Claude Code yourself?

You can, and you probably already do. Here is what changes when an experienced engineer is in the loop.

You and the model, alone

You start from a blank prompt, and the model starts from nothing it knew last week.

It answers confidently about a system it has only partly read, and you have no easy way to tell which parts it actually checked.

It will happily agree with a bad plan, because agreeing is what it is good at.

Nobody senior ever looks at what came out, so a mistake survives until it becomes expensive.

You, the model, and me

I already know your stack, your infrastructure and the decisions you made before, so nothing starts from zero.

I write the prompt knowing what a good answer looks like and what the model tends to skip.

I read the output the way a reviewer reads a colleague’s work: what is evidence, what is assertion, what is missing.

Prompts are one of my tools, not the thing you are buying. What you are buying is the judgment about which question to ask.

Where this comes from

This did not start with AI coding agents

Mikhail Piskunov. System architecture, high-load systems and systems analysis, applied now to products built with AI tooling.

System architecture

Designing systems that have to keep working when the load, the team and the requirements all change underneath them.

High-load systems

Fintech, SaaS, e-commerce, logistics and transport platforms, where being slow and being broken are the same thing.

Integrations and analysis

Systems analysis, marketing technology and automation, and the integration work that is always harder than the estimate.

Technical consulting for teams

Architecture and technical guidance for engineering teams that already exist and already have opinions.

Selected experience

Projects I have contributed to

Earlier work as an architect and systems analyst, on products that were not mine. Listed by name only: claiming a role or a result on someone else’s product is not something I am going to do on a marketing page.

Flowwow

Many Flats

Cruise Club

Fundaus

Totyp

Crowf

Start with the area that worries you most

Pick the level of involvement that fits, describe your product, and we begin there.