Notes on research, agents and the things I build — written up from the work itself.
I re-implemented Continual Harness for two small local models. Self-editing made both of them worse — and only outside checks brought the small one back.
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My final-year project records a lecture, transcribes mixed Urdu and English, and lets an agent create the Moodle work — only after the teacher says yes.
A self-hosted assistant for teachers that runs on your own computer and works from your phone — and never sends anything without a button press.
A small Python library for chunking, embedding and searching documents — with quantum-inspired experiments kept clearly to one side.