CV

Product Specialist — AI Transformation — Pactum AI

Jul 2025 — present · Tallinn, Estonia · Full-time

Officially Product Specialist in the Engineering department; in practice an internal AI platform and enablement role. Pactum builds autonomous procurement negotiation software for Fortune 500 companies — I build the internal capability to use AI, rather than the customer-facing product.

• Lead the company-wide Claude Code rollout, including to non-developers — training, 1:1 setup sessions, and an internal skill distribution system.
• Designed the internal AI forum structure: retired two overlapping weekly syncs and replaced them with a biweekly AI Guild Meetup (technical) plus AI Fluency Lab (non-developer learning track).
• Own the Pactum Engineering Handbook migration to Confluence, including tooling that flags stale pages automatically instead of by nagging.
• Ship Claude Code skills to an internal marketplace — handbook lookup, red-flag review, and a meta-skill for sharing skills.
• Drive access and governance decisions: plan tiers, MCP permission scoping, connector risk review, token budget.
• Built and shipped a client-facing issue tracker feature to full adoption across a product line in six weeks.

QA Engineer, Proxy Product Owner & Acting Scrum Master — Raintree Systems

Apr 2023 — Jul 2025 · Remote · Full-time

US healthcare EMR company. Three concurrent roles across the Custom Services, Communications and Clinical teams.

• Designed the company-wide test automation strategy, conventions and best practices; wrote and documented Cypress tests in JavaScript and TypeScript.
• Acted as Product Owner and Scrum Master for the team serving one of the largest therapy clinic chains in the US, including direct client calls.
• Analysed complex clinical workflows into user stories and acceptance criteria; ran refinement, retros and cross-team planning.
• Mentored new hires and ran product demos for stakeholders.

Machine Learning Intern — HexTech Solutions

Sep 2024 — Apr 2025 · Internship

Drone detection research. RF signal processing, Fourier transforms, image annotation and YOLO model training, with practical field testing.

Product Owner — Vaab

Dec 2022 — Dec 2023

Product ownership, business analysis and strategic communications, with design thinking in healthcare innovation.

Private Teacher — Self-employed

Jan 2016 — Nov 2023

Started at 14. Mathematics, physics and chemistry, specialising in entrance exam preparation for Estonia's elite high schools — the point where an intervention still changes a trajectory.

Research Assistant — University of Tartu

Oct 2022 — Dec 2022 · Part-time

Research on the influence of COVID-19 on the gut biome.

Elected Senator, University Senate — University of Tartu

Jan 2020 — Jun 2021

Elected by peers to the university's highest academic decision-making body. Unpaid. Reviewed the University Statutes, teaching quality standards and development strategy; participated in budget decisions.

Tour Guide — TYPA Print and Paper Museum

Jul 2021 — Oct 2022 · Part-time

Guided tours and workshops. Also 2019, in an earlier stint.

Caregiver, Plastic and General Surgery Ward — Tartu University Hospital

May 2020 — Sep 2020

Ward care during the first year of the pandemic.

Living History Educator — Mõõgavõitlusselts

Jan 2018 — Dec 2019 · Part-time

Historical European martial arts demonstrator and Viking age re-enactor.

BSc, Information Technology

TalTech — Tallinn University of Technology · Sep 2024 — Sep 2026

Member of the Society of IT Students.

Doctor of Medicine (incomplete)

University of Tartu · 2019 — 2024

Left before completing. Senate member, medical students' association, Institute of Biomedicine representative, speaker at the Baltic Gynaecology Conference, gut biome research.

Computer Science (first year)

University of Tartu · 2018 — 2019

High School Diploma, Engineering stream

Tallinna Reaalkool · 2015 — 2018

Linguistics and Philosophy Olympiads, class president and student representative. Advanced mathematics, physics and biology.