Multi-agent trick: parallel agents review each other's git commits, not full branches

eshorten300 · x · 2026-11-04

Takeaway from a Weaviate Podcast conversation with UC Berkeley PhD student Shangyin Tan: run parallel agents on separate branches and have them inspect each other's commits via git diff rather than all code on the branch — isolating parallel work while keeping context clean. The episode also covers GEPA and its successor optimizeanything, extending prompt optimization to code, GPU kernels, and agent harnesses, and why long-running optimizers stall when an agent remembers too much — forgetting lets them explore again.

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