# thinktrace

- **Event:** [Nebius.Build SF](https://cerebralvalley.ai/e/nebius-build-sf)
- **When:** Sun, Mar 15 at 9:00 AM – 10:00 PM (PDT)
- **Where:** Shack15, San Francisco, CA
- **Team:** [Chongchong Chao](https://cerebralvalley.ai/u/CCV), [Shane Li](https://cerebralvalley.ai/u/SXL)
- **GitHub:** https://github.com/dliflc0617-sudo/thinktrace
- **Demo video:** https://www.youtube.com/watch?v=Kkben9K7teI
- **Gallery:** https://cerebralvalley.ai/e/nebius-build-sf/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/nebius-build-sf/hackathon/gallery/7

ThinkTrace is a behavior-aware AI learning agent built around a simple
loop: Observe, Infer, Adapt, Remember. It observes how a learner
naturally teaches through behavior, infers their current cognitive
preference from interaction patterns, adapts the explanation and
interface in real time, and stores that preference as memory so the
next session starts with a better teaching bias from the first moment.
In the future, this loop could serve as a training foundation for
educational robots that personalize how they teach, guide, and support
each student over time.

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