about
experience
Teaching Assistant
Vertical Horizon2024Taught Python and biology to people who'd never typed a semicolon. Survived. Recursion was the hard part — for both of us.
Project Lead & Distribution Manager
Youth Society of BangladeshDec 2023 – PresentLogistics across distributed locations, 500+ beneficiaries. Turns out spreadsheets and empathy both need to scale.
Technical Facilitator
BRAC University Computer ClubOngoingRan workshops for 100+ people. Made them care about code. Mixed results, but the coffee was good.
competitions
AgentX AI Prompting Competition
Microsoft · 2025Competed against a room of people who also thought they were good at talking to LLMs.
BRAC Intra-Programming Contest
BRAC University · N/ACompetitive programming. The problems were hard. My sleep schedule harder.
languages spoken
English
fluent
Bangla
native
Hindi
conversational
Urdu
conversational
things i actually believe
↳ latency is design.
every second a user waits is a second they're thinking about the wait, not the product.
↳ the best LLM optimisation is not calling the LLM.
cache the obvious stuff. your users can't tell the difference between GPT-4o and Llama 70B on a summarisation task. they can absolutely tell 50ms from 3 seconds.
↳ ship beats perfect.
git history > design doc. a deployed product with real users teaches you more in a week than a spec does in a month.
↳ founder mode is endurance with better tooling.
the bottleneck is rarely intelligence. it's usually sustained output over time.
↳ product gaps live where someone else made a deliberate choice.
YouTube not showing competitor stats isn't an oversight — it's a moat. the interesting products live in the space left behind.