Avalon Shows Agent Organizations Complete Tasks 4x Faster at Same Token Budget

Avalon's experiments show that agent organizations complete tasks about 4x faster than a single agent forced to the same token budget, with the main benefit being latency. The team also trained an agent organization, Avalon-M1-Mini, from Nemotron-Super-120B using minimal SFT and its RLCR recipe.

2026-10-23 ~ 2026-10-23 · 3 related posts

• Training Agent Organizations from Nemotron-Super-120B: Avalon-M1-Mini Works — rosstaylor90 · 2026-10-23
• Agent Orgs Win on Latency: ~4x Faster Than Budget-Forced Single Agent — rosstaylor90 · 2026-10-23
• Agent orgs finish 4x faster than token-matched single agents, new results show — rosstaylor90 · 2026-10-23