Multi-agent harnesses keep beating single agents on accuracy and latency in ProgramBench

marktenenholtz · x · 2026-11-10

Mark Tenenholtz notes he's shown accuracy and latency improvements from multi-agent harnesses on ProgramBench across a couple of model generations, and calls Elie Bakouch's new multi-agent benchmark (comparing team vs async vs single agent) "insane."

The counterintuitive takeaway: well-orchestrated multi-agent setups can improve not just accuracy but also latency, challenging the default single-agent assumption.

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