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KSKirill Sokolov

Head of AI · Technical Founder

Hard problemsAI architectureA product that runs

I design and ship AI systems —from scenario to production

20+ years in technology and infrastructureVK · Sirius University · tm.hub · tm.post · tm.educ

Selected work

All projects
The tm.hub bot in Telegram: the module description, commands and a button into the cabinet

AI platform

tm.hub

A platform of AI modules, each solving one task on a company's documents and data.

The problem first. Then AI

  • Document parsing
  • Rules
  • Source per finding
  • Report

Web · Telegram · self-hosted

The tm.post mini app: plan, remaining publications, counters and the create-post button

AI agent

tm.post

An AI agent that runs social media for a small business.

From idea to published post in one minute

  • AI generation
  • AI adaptation
  • Content plan
  • Publishing

Telegram · VK · MAX

The tm.educ mini app: subscription, lesson counters, schedule and student list

AI service

tm.educ

A service for tracking lessons and payments between tutor, student and parent.

Lessons, schedule and payment in one place

  • Lessons
  • Balance
  • Schedule
  • Payment
  • AI tutor

Telegram · MAX · AI

Experience

20+
years in technology and infrastructure
10+ years
large-scale technology systems · VK
up to 100
people in the teams
3
own products in production
  1. AI Strategy

    I find where AI genuinely creates value.

  2. AI Product

    I turn the scenario into a working product.

  3. AI Automation

    I automate processes, data and interactions.

  4. AI Systems

    I build LLMs, RAG, agents and production infrastructure.

From the problem to production

  1. Take it apart

    Understand the task, the processes and the points where AI genuinely creates value.

  2. Design it

    Scenario, architecture, data and the limits of the system.

  3. Build it

    Product, interface, integrations and the AI logic.

  4. Ship it

    Production, monitoring, operations and what comes next.

About

My road to AI

20+ years in technology and infrastructure.

VK.COM, Selectel, Sirius University. Large-scale technology systems, infrastructure, operations and managing teams of up to 100 people.

I work where technology, business, research, education and government meet — where hard problems need a systematic approach.

That experience now sits in AI: three of my own products run in production, with paying customers, payments and support. On each one I chose the niche, worked the economics, designed the architecture and shipped it myself.

Alongside that I take on client work. It brings revenue and shows what the market actually pays for — which is how design firms, construction and marketplaces ended up on the product roadmap.

  1. 2010–2016Selectel
  2. 2016–2023VK.com
  3. 2023–2024Metodium
  4. 2024–2026Sirius University
  5. 2026–AI · Products · Founder

The problem first. Then AI

We take the process apart, settle where AI is genuinely needed, and I design a system that works.