Value is not code.
Most IT teams think in commits and tasks. That is inventory, not outcome. Until a product is used, the work is not done.
Founder-architect · AI-native systems
I build systems where people stop pretending to work — and start creating measurable value.
I step into a tangled system and assemble a new norm of work: context → process → roles → AI → metrics → money. Co-founder of KT.Team, Circulera, and Osno-va. Looking for people who turn value into contracts and capital — and people who care how it is built inside.
01 · Manifesto
Most IT teams think in commits and tasks. That is inventory, not outcome. Until a product is used, the work is not done.
If explaining the model takes three slides, the model is not assembled. If a project needs ten roles, the system is broken.
Three to seven people with engineering thinking can deliver what burns out teams of fifty. Less coordination, more delivery.
No one-off deals. Every project must either create recurring flow or become the foundation for a product that does.
02 · How I work
Find the contradiction. Not the symptom, the cause.
Turn the new norm into a simple formula.
Assemble the smallest group that can carry it.
Reduce involvement. The system continues without me.
03 · Foundation
The base everything else stands on: engineering, finance, strategy — and the ability to hold a room of people together.
SM-3 department. Systems and engineering thinking as the base for everything else.
A management and finance lens under US GAAP: business as a system of decisions and numbers.
Entrepreneurship and strategy at the owner level, not the hired manager.
Beyond building systems, I facilitate strategic sessions and align people around a shared model.
04 · Businesses
Seven active loops. One main front and the rest at different stages of maturity.
An AI-native agency for enterprise: we accelerate IT development and deliver strategic change projects, acting as the IT partner for a company’s business units.
Infrastructure for packaging that disappears in soil and sea without industrial composting. Launching in Bahrain and KSA.
Management accounting without surviving the audit. Financial clarity for mid-sized businesses.
Lightweight corporate memory for AI agents: connects chats, email, Drive, Jira, Git and finance. Context belongs to the company, not to employee chats.
From vehicle to finance: a single platform to run a taxi fleet. Web back office plus driver and service apps — remote car handover, service and repair, fines, parking and toll roads with automatic billing and integration with government services. From 99 ₽ per vehicle per month.
Workshops on agentic AI development for advanced engineers and teams. A KT.Team subproject.
1,500+ incidents per month, 20+ projects, 35+ engineers. A strong model, but not my main front.
Earlier
One of the first internet providers in the Pechatniki district of Moscow. The starting point: infrastructure and access when the internet was still exotic.
05 · Family
Family is not a separate brand. It is the context where everything else gets tested.
My wife Jacklin is a stand-up comedian, Black, the mother of our children, and the person beside whom my “I think” gets tested against “what is actually happening.”
Five children means five different people, each requiring a separate relationship. That is my growth area, not my achievement badge.
Birthdays, the road, the couch, winter walks.












06 · For partners
Not subordinates, not an entourage, not an audience. Three types of people — and some of them cover my weak spots.
My weak side is taking a finished model all the way to a contract, an owner, an off-take, a metric. I look for people strong exactly there: sales, distribution, deals in GCC and Africa.
I am moving from “building businesses” toward “owning assets” and want to learn from people who see deals as investors, not operators.
Equals who care how the system is built inside. People whose problems are bigger or more precise than mine, and with whom growth comes through honest questions.
07 · Speaking
Not publicity for its own sake. Only when the audience is ready to change its operating model.
08 · Channel
Counterintuitive principles for running IT teams: small teams, AI at the core, ownership of outcomes. The core question — how to manage change when the required speed exceeds one manager’s limit.
09 · Contact
If what you read landed somewhere real, write. If it is about a specific partnership, name the business and region in the first line.