Currently at Harvard Graduate School of Education
Between product, learning science, and applied AI.
A product manager, researcher, and data science enthusiast asking one question on loop: How might we build tech tools that deepen learning and curiousity?
01 — Now
I grew up in 
Kosovo, where the internet was my lab, my library, and my classroom rolled into one. That early self-directed, relentless curiosity is still the engine behind everything I do.
Today I'm getting my Ed.M. at Harvard's Learning, Design, Innovation and Technology track while leading product for AI-driven classroom tools at Elite Education. I care about the messy middle: where research on how people learn meets the design choices that actually make it into a classroom.
I build
Shipping AI products that survive contact with real classrooms and independent learners.
I research
Measuring what's actually happening — cognitive load, participation, learning.
I advise
Helping teams design curriculum, policy, and tools that fit how people actually learn.
02 — Work
Teachers track who's speaking, who's quiet, and which ideas land — without a dashboard that pulls them out of the room. Early pilots show lower cognitive load, more voluntary participation from quiet students, and teachers noticing patterns they used to miss.
Designed an end-to-end AI literacy curriculum adopted across a county government — establishing a shared baseline for 4,000+ employees.
Compared public posts about depression, OCD, and ADHD against evidence-informed descriptions. Found peer support and distortion sitting side by side — indistinguishable to readers. Started as an ML project, ended as a measurement problem.
Fine-tuned MarianMT on the UN Parallel Corpora and shipped a translator workflow that hits 93%+ cosine similarity to human translation — cutting the busywork around multilingual policy work.
03 — Path
Product/Project Manager.
Junior Data Scientist.
Junior Data Scientist.
Research Assistant (Educational Psychology).
04 — Thinking
05 — CONTACT
I'd love to hear about it. I'm always up for thoughtful conversations, research collabs, or a good cup of coffee in Cambridge.