Now: AI Agent Operations & Workflow Architecture

I design and build the operational layer that makes AI agents useful inside a real team: workflows, infrastructure, quality control. The parts that make agent output reliable enough to run a business on.

Most recently I worked at Theona, a startup building a workforce of AI agents. I built that operational layer for an 8+ person team: analytics, automation, quality-control systems, the connective tissue between a person's intent and an agent that can act on it.

What I care about in this work:

  • Turning "we use AI" into a working system other people can rely on, not a one-off automation
  • Building the operational and quality-control layer that makes agent output trustworthy at scale
  • Designing how a team's work actually reorganizes once agents handle recurring tasks reliably

The systems interest me partly because of the question behind them: what does it actually mean to work alongside agents, not just use them? Most people haven't answered that yet. I haven't either.

I'm looking for this kind of role at a company with the scale to invest in it properly. If you're building something in this area, write to me on Telegram or by email.

Background

Before this I spent close to two decades building things on the web and running teams that made educational products. Developer first, then team lead, then head of a learning department.

The thread through all of it: I build systems and infrastructure around a problem instead of solving it by hand one piece at a time. That thread moved from large-scale coding education to AI-first learning to the operational side of AI agents.

Selected past work:

  • HyperskillContent & Learning Team Lead, 2024–2026. Led content for a line of AI bootcamps (AI Engineer, AI Entrepreneur, and others). Also worked on Enlighter — a separate product for teaching agentic coding directly inside the IDE, supporting Cursor and JetBrains Junie.
  • Practicum / TripleTenContent Team Lead, then Tech Lead, 2018–2024. Helped take an online bootcamp from a small experiment to a service used across several countries. Worked on web-development programs and the methodology behind them.
  • doka.guideStrategist, 2022–2023. Helped shape the product strategy of an open knowledge base for web-developers, and worked on partnerships.
  • KRUZHOKCo-founder and CTO, 2017–2023 (now closed). A non-profit that worked with teenagers in small towns through digital media and education. Built websites for many of those towns together with their teenagers.
  • POSSIBLEProject Manager, 2015–2017. Brand campaigns for Colgate, PepsiCo, Nestle, 3M. This is where I learned what producing digital work actually involves.

Earlier — Trendway, Sahar Cinema, a web developer role at a logistics company, course author at Moscow Coding School, after-school coding classes at a public school in Moscow, freelance, junior positions, the family real-estate business — see LinkedIn for the full timeline.

Tech background

I spent most of my career writing and teaching frontend code, with periodic work on the backend. The stack below is for context — I don't take on new development projects right now, but I still use this when prototyping or contributing.

Stack I reach for
  • Web fundamentalsHTML, CSS, JavaScript, TypeScript
  • FrameworksVue, Nuxt, Vite
  • Backend & infraNode / Express, MongoDB, Linux, Nginx, Git
Also worked with
  • FrontendReact, Next, 11ty, Pug, SCSS/SASS, Less, Webpack, Gulp, jQuery
  • Backend & dataDjango, PostgreSQL, Docker
  • CMSWordPress, Drupal (nice days)
Hyperskill internal tools (vibe-coded, NDA)
  • Course analytics dashboardInternal tool for tracking course completion, drop-off, and learner progress across bootcamp cohorts.Claude Code, Cursor, Python, Streamlit
  • Special projects toolingSmall internal tools for specific team needs — built fast, shipped internally.Claude Code, Cursor
LMS frontend for Stradarium
  • Landing page generatorNuxt.js, TypeScript
  • Courses admin panelQuasar
  • Student personal cabinetNuxt.js, TypeScript
Civic Tech Lab (NDA and public)
Practicum internal tools (all NDA)
  • 1000+ coding tasksCoding exercises and project starters for web-development courses.HTML, CSS, JS, Pug, SCSS, React, Express, Webpack, Gulp
  • DNS self-service appStudents managed their own subdomains and DNS records without contacting support.Express, MongoDB, Cloudflare API
  • Design systems for coursesUI libraries for course authors and student projects.HTML, CSS, TS, React
  • Learning APIsVarious REST APIs used across the learning platform.Express, MongoDB, PostgreSQL, Strapi
Media sites for Kruzhok
  • kruzhok.ioNGO site.Nuxt, Express
  • shalom.kruzhok.ioMedia about teenagers in Tel Aviv after the war.HTML, CSS, JS, Gulp
  • glazok.kruzhok.ioSite for a documentary about a village football team.Nuxt
  • podcast.kruzhok.ioPodcast site from Dagestan.11ty
  • naukograd.ioMedia about life in Pushchino — the most architecturally complex of the series.Nuxt, Django, PostgreSQL, Docker
  • 10+ village media sitesnavzvade.ru, shapsha.io, bolshayakocha.ru, pillau.city, sardayal.ru, khrug.ru, and others — each built with local teenagers.HTML, CSS, JS