Avalon-M1 post-trains Nemotron 120B model to coordinate as an agent organisation

rosstaylor90 · x · 2026-10-28

RLCR's Avalon-M1 takes a different path from ScaleMAS: instead of making coordination cheaper for fixed models via an external harness, it post-trains the model itself to coordinate inside an agent organisation.

Starting from NVIDIA's open Nemotron 3 Super base (120B total, 12B active), copies of one shared policy act as a 'CEO' and the specialists it hires. The author also notes the wall-clock schedule is central, letting them avoid explicit latency penalties.

Related event: Avalon-M1 Trains LLMs to Self-Organize into Agent Teams via Collective-Reward RL(3 posts)→

Original post →

More from coding & agent

coding & agent channel →