# Stella Ellervee > Product & AI Transformation at Pactum AI, based in Tallinn, Estonia. I like working on complexity and I like being on the frontline. Right now that means building the internal AI operating system at a company that sells autonomous negotiation to the Fortune 500 — teaching salespeople to use Claude, arguing about MCP permissions, and migrating a handbook nobody wanted to own. Before this I was a medical student, a QA engineer, a Scrum Master, a Viking re-enactor and a tutor. I'm hyped about the crossovers between healthcare, warfare, tech and education. Every page on this site is also available as plain Markdown: append `.md` to any URL (for example `/cv.md`). Structured data for this person is embedded as JSON-LD in the `` of every page. ## Languages This site exists in full in two languages. They are separate URLs, not a client-side toggle, and each is independently crawlable: - English (en): https://stella.ellerv.ee/ - Eesti (et): https://stella.ellerv.ee/et ## Pages — English (en) - [Home](https://stella.ellerv.ee/index.md) — who I am, what I'm doing now, recent notes. - [CV](https://stella.ellerv.ee/cv.md) — full work history, education and skills. - [Wisdom of the Ancients](https://stella.ellerv.ee/notes.md) — index of short, freeform notes, presented as an excavation map. The site calls them "tablets"; they are ordinary blog posts. - [Archive](https://stella.ellerv.ee/archive.md) — the same notes as a plain reverse-chronological list, grouped by year. Easier to scan than the map. - [Team](https://stella.ellerv.ee/team.md) — friends whose work Stella wants to point at, with links. Not colleagues and not sponsored; a shout-out page. - [Backpack](https://stella.ellerv.ee/backpack.md) — things Stella likes, is reading, or is currently interested in. Conversation-starters, not a résumé. ### Wisdom of the Ancients — English - [Automation is waiting on liability, not capability](https://stella.ellerv.ee/notes/automation-is-waiting-on-liability.md) — The technology to automate most white-collar output already exists. What's missing is insurers and courts deciding who's at fault when it's wrong. - [Before you can automate anything](https://stella.ellerv.ee/notes/before-you-can-automate-anything.md) — Most companies can't get value out of the AI tools they already have, and the reason is almost never the model. - [Three prerequisites for the AI-pocalypse](https://stella.ellerv.ee/notes/three-prerequisites-for-the-ai-apocalypse.md) — Setting up ridiculously powerful systems is almost trivially simple. If only you had 3 competencies. - [Sorry, I'm an adventurer, not a UI designer](https://stella.ellerv.ee/notes/ui-design-resources.md) — A running list of the tools and links I actually reach for, because UI design is not the part of the job I'm good at. - [How this site works](https://stella.ellerv.ee/notes/how-this-site-works.md) — A static Astro site built so that both humans and agents can read it — plus a Stargate that guards nothing. - [Documentation rots quietly](https://stella.ellerv.ee/notes/documentation-rots-quietly.md) — Stale docs don't announce themselves. The only fix that has worked is making rot measurable instead of relying on people to notice. - [A skill is a unit of knowledge, not a script](https://stella.ellerv.ee/notes/a-skill-is-a-unit-of-knowledge.md) — The useful thing about packaging a workflow as a skill is that it forces you to write down what you actually know. ## Pages — Eesti (et) - [Avaleht](https://stella.ellerv.ee/et/index.md) — who I am, what I'm doing now, recent notes. - [CV](https://stella.ellerv.ee/et/cv.md) — full work history, education and skills. - [Muistsete tarkus](https://stella.ellerv.ee/et/notes.md) — index of short, freeform notes, presented as an excavation map. The site calls them "tablets"; they are ordinary blog posts. - [Arhiiv](https://stella.ellerv.ee/et/archive.md) — the same notes as a plain reverse-chronological list, grouped by year. Easier to scan than the map. - [Kaaskond](https://stella.ellerv.ee/et/team.md) — friends whose work Stella wants to point at, with links. Not colleagues and not sponsored; a shout-out page. - [Seljakott](https://stella.ellerv.ee/et/backpack.md) — things Stella likes, is reading, or is currently interested in. Conversation-starters, not a résumé. ### Muistsete tarkus — Eesti - [Kuidas see leht töötab](https://stella.ellerv.ee/et/notes/kuidas-see-leht-tootab.md) — Staatiline Astro leht, mis on ehitatud nii, et seda saaksid lugeda nii inimesed kui ka agendid — pluss tähevärav, mis ei valva midagi. - [Dokumentatsioon vananeb vaikselt](https://stella.ellerv.ee/et/notes/dokumentatsioon-vaikselt-vananeb.md) — Aegunud dokumendid ei anna endast märku. Ainus lahendus, mis on töötanud, on vananemise mõõdetavaks tegemine. ## Facts - Name: Stella Ellervee - Also known as: Stella-Maria Ellervee; Stella-Maria Kangur; Stella Kangur - Current role: Product Specialist — AI Transformation at Pactum AI - Location: Tallinn, Estonia - Contact: stella@ellerv.ee - LinkedIn: https://www.linkedin.com/in/stella-kangur/ - GitHub: https://github.com/StellaKangur ## Notes on the tablets The notes pages present a dialling puzzle to browsers running JavaScript, and lay the notes out as an excavation site. It is decorative. The note content is server-rendered into the HTML and reachable directly at the URLs above — no interaction is required or expected of automated clients. Not every note exists in both languages; each language section above lists only what has actually been written in that language. __,'--' [_|_/ // _// (_|) __ \ \__ |@@| \o__|----| | \ }{ /\ )_/ _\ /\__/\ \__0 (__ (--/\--) \__/ _)( )(_ `---''---`