Devhire
A behavioral interview chatbot, built before that was an obvious product
- Role
- Deputy Team Lead
- Where
- Developers' Day, ACM NUCES · Mar 2023 — May 2023
- Status
- Shipped

Shipped in the first months after LLMs became usable, well before interview practice was an obvious thing to build with them.
2023
Months after LLMs became usable
What I built
An AI-powered behavioral interview chatbot for fresh graduates and interns, co-led at ACM NUCES. OpenAI API against a Flask backend, with TextBlob doing sentiment analysis on the answers.
Why it still matters to me
It is the earliest example of the pattern I have repeated since: notice a capability the moment it becomes real, point it at a problem you personally have, and ship before the category exists.
I started as an automation engineer right as the LLM wave hit. This is the project where that turn happened.