I lead product delivery and still like getting close to the code.
At Delfi Meedia, I lead the IT team behind Piletitasku. In my own time, I build AI, voice, and developer tools because I want to understand how the whole system works.
I’m most useful in technical product and delivery roles where I can connect the business need with the system being built.
Sales and support teams, organizers, buyers, and administrators all depend on Piletitasku. Their requests compete for the same development capacity.
My role
IT Project Manager and Team Lead
Work
I turn incoming needs into requirements and priorities, make tradeoffs visible, and keep the development work moving.
Result
In 2025, online sales became Piletitasku’s main sales channel and revenue grew 25%. I led the IT delivery supporting that period of growth.
AI-Assistant
Cross-device Swift app for text actions, custom prompts, screenshot OCR, voice workflows, provider routing, and iCloud sync.
Private source
Context
The project adds AI actions to existing macOS and iOS workflows, including shared text, screenshots, and voice input.
My role
Designer and builder
Work
I built a shared AI workflow across macOS and iOS, including text actions, screenshot recognition, voice input, secure provider configuration, and iCloud sync.
Result
It is a working private product that connects everyday text, image, and voice tasks across Apple devices.
Agent workflow tools
Trekoon
Task tracker for agents and people, with epics, subtasks, dependencies, and structured CLI output.
Plans disappear when they live only in chat. Agents and people need visible state, dependencies, blockers, and reviewable history.
My role
Product designer and toolmaker
Work
Trekoon keeps tasks and dependency edges in SQLite, Pi-Agents-Team coordinates workers, and Auto-Commit-Daemon records changes as small commits.
Result
Together, the public tools make agent work easier to follow: Trekoon holds the plan, the Pi extensions coordinate the agents, and Auto-Commit-Daemon preserves the implementation history.
1URL.at
Production Cloudflare Workers app for short URLs, public link pages, dashboards, auth, analytics, QR exports, and admin tooling.
A small public product still needs authentication, redirects, analytics, administration, and predictable day-to-day operations.
My role
Full-stack builder
Work
I built the product end to end on Cloudflare, including authentication, redirects, analytics, dashboards, public pages, and administration.
Result
1URL is live with short links, public link pages, dashboards, QR exports, and the tools needed to run it day to day.
career_path
Experience
My career started in public service before I moved into ecommerce, ticketing, and software delivery.
IT Project Manager / Team Leadat Delfi Meedia
Dec 2024 to Present
Full-time·Tallinn, Estonia
I lead the IT team behind Piletitasku, Delfi Meedia’s ticketing platform. I turn needs from sales, support, organizers, and buyers into priorities the development team can act on. I also run AI workshops and build small internal automations and tools.
Co-Founderat Lendit
Aug 2020 to Dec 2025
Part-time·Estonia
I built lendit.ee, a peer-to-peer rental marketplace for items, vehicles, and real estate, using HTML, CSS, JavaScript, PHP/Laravel, and cloud servers. Lendit 2.0 is in the building.
Project Manager / Team Leadat Acty Digital
Dec 2022 to Dec 2024
Full-time·Tallinn, Estonia · Remote
I led developers delivering ecommerce projects and managed scope, resources, delivery planning, and stakeholder communication. I acted as project manager for over 30 clients.
Team Lead, Migration Surveillanceat Estonian Police and Border Guard Board
Nov 2020 to Dec 2022
Full-time·Ida-Virumaa, Estonia
I managed the daily operations of the Migration Surveillance team, which involved assigning tasks, planning, and resolving operational issues. This was arguably one of the most demanding and challenging roles of my career so far, demanding a deep understanding of various legal areas, including Schengen regulations, European civil rights and Estonian law.
Chief Training Officerat Viru Prison
Dec 2017 to Nov 2020
Full-time·Ida-Virumaa, Estonia
I led recruitment and initial training for young prison officers. I planned budgets, ran training activities, and produced social media content.
Correctional Officer / Guardat Viru Prison
Jun 2014 to Dec 2017
Ida-Virumaa, Estonia
open_questions
What I keep exploring
These are the problems I keep returning to after the day job is done.
Inspectable agent work
I keep building tools that make AI work easier to inspect. Trekoon tracks dependencies, the Pi tools coordinate agents, and Auto-Commit-Daemon records the work as small commits.
Voice interests me more than another chat box. AI-Assistant and MLX-Audio-Lab let me work on transcription, OCR, voice input, and Apple system integration.
I like taking a product past the prototype. 1URL and Lendit pulled me into auth, analytics, hosting, admin tools, and the everyday operational work behind a service.
Full-stack products Products I have taken beyond the prototype into hosting and day-to-day operation. 1 project
LenditPeer-to-peer rental marketplace for items, vehicles, and real estate that I co-founded in 2020 and built with Laravel on custom cloud infrastructure.Project history
Ops and CLI utilities Small tools that remove repetitive server and development work. 3 projects