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Meetings

Weekly meetings at South Park Commons, Mondays 18:00.

Schedule

# Date Topic Location Notes
1 19 Jan 26 Energy-efficient training intro SPC main floor Local · Google Doc
2 26 Jan 26 Hinton's Forward-Forward Accel board room Local · Google Doc
3 02 Feb 26 Joules measuring, Modal/Colab SPC Colab
4 09 Feb 26 From Beauty to Joules Palmer Square PDF
5 16 Feb 26 Intelligence Per Joule, Karpathy names - PDF
6 23 Feb 26 Germaine presentation, Emmett results - Local · Google Doc
7 02 Mar 26 Sparse parity, Yaroslav sprint 1 - Local · Google Doc
8 09 Mar 26 Yad demo, Yaroslav sprint 2, Michael/Germain results SPC Local · Google Doc

Key Documents

Document Description
Sutro Group Main Master index with all meeting links, logistics, homework
Challenge #1: Sparse Parity The current homework challenge — XOR to 20-bit sparse parity
Yaroslav Sprint 1 2.5-hour sprint: baseline solver, ARD metric, gradient fusion
Emmett's Results Pure-Python GPT, memory reduced 80MB to 35MB with Aster
Yaroslav Knowledge Sprint 2 Energy metric deep dive, cache hierarchy costs
Yaroslav Verification Independent verification of GF(2) solver correctness
Michael's Claude Approach Claude-based sparse parity solver (90s-era methods)
The Bigger Picture Yaroslav's roadmap: 3-axis cube (process, metric, problem) toward nanoGPT