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Neural Foundry's avatar

Awesome roundup as always! The Native Parallel Reasoner paper really nails something important about why sequential reasoning hits walls. I've been experimenting with similiar approaches in production and the key insight about 100% genuine parallel executionis spot on - most systems just fake it. The 4.6x speedup is cool but the real win is avoiding those early mistake cascades that kill performance.

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Sairam Sundaresan's avatar

Much appreciated :) Yeah, and agree, avoiding mistakes often leads to more meaningful "speed ups".

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