Amirkhan Aidarkhan
Pursuing my natural rabbit holes and building things along the way.
From the workbench
Featured work.
Things I’m building, questions I’m following,
and what I’ve learned along the way.
When a good fit hides the wrong mechanism
A research account of physics-informed neural networks, inverse problems, Bayesian calibration, and learning biological mechanisms from informative experiments.
Read the researchFrom a chat app to a campus service
Building SwatGPT around local inference, campus knowledge, live tools, and the unglamorous work of keeping a service running.
Read the storyMaking a slow vision model feel present
A Grokathon experiment in voice, visual grounding, and tracking—and the shortcuts that helped a one-day prototype work.
Read the storyTurning conversations into a business’s memory
How Company Brain turns chat into reviewable notes, retrieves what matters, and connects an assistant to the places a business already works.
Read the storyWhat if a social app asked for less?
Five posts a day, small groups, and an expiring feed. Notes on designing a social app around the people you actually want to hear from.
Read the notesBuilding a task manager, one schema at a time
TickFlow started with student organizations and became a lesson in data modeling, permissions, and the distance between a prototype and a usable service.
Read the notes