# Further

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Manpinder Singh Panesar](https://cerebralvalley.ai/u/manpinderpanesar), [Amit Sharma](https://cerebralvalley.ai/u/amit07eng)
- **GitHub:** https://github.com/manpinder-png/further-final
- **Demo video:** https://youtu.be/x5FBxfbXg6k
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3876

I wanted to know why my graphics card trains an AI model faster than my laptop processor. Amit wanted to know how thousands of arithmetic lanes multiply matrices. We were looking for the same idea from different angles. Neither of us would have known what to search for to find the other.

Further helps people who are free right now find someone to learn with. You start with a rough question and explore a personal knowledge map. In Geomind, you can see nearby learners, where distance means similarity between the concepts you are studying. Each match shows the two actual concepts so you can decide whether a conversation would help. Both people opt in to a short session. AI facilitates, and the learners do the explaining.

In the demo, Amit pictures a matrix as a grid. His partner uses that idea to explain why thousands of pixels in a photo can be brightened at once. That is the outcome we want to measure in a pilot with an adult technical community: how quickly people connect, what they can explain afterward, and whether they return.

Code contributors are Manpinder Singh Panesar, Amit Sharma, Connor Fields and Sirpreet (sirpreetdh).

## More from Meta Global AI Developer Hackathon

- [Refractored-vision](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3873)
- [Truss](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3874)
- [muvilion](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3875)
- [Lockdown](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3877)
- [Calipa](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3878)
- [Clinibrium Listen](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3879)

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