Test-time communication as the next scaling axis: collaborating agents crush Best-of-N

DimitrisPapail · x · 2026-09-23

A new paper from Dimitris Papailiopoulos and colleagues proposes test-time communication as a next axis for scaling agent capabilities. N identical agents with no assigned roles, sharing only a log file, dramatically outperformed independent agents on three research-style tasks; a four-agent GPT-6 Astra swarm hit 98.04% mean packing density on FrontierCS Polyomino packing in just 81 active minutes. Stronger models amplify the gains.

Related event: Test-Time Communication: Team-of-5 Agents Matches Best-of-33(25 posts)→

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