Today we are introducing the overall upgrade of MiniMax Agent. We have given the upgraded Agent a new name: Mavis — MiniMax as a Jarvis, your AI butler.

The MiniMax M2 series has attracted widespread attention from the developer community. This article presents our internal investigation into the sparse token forgetting phenomenon.

Scaling reinforcement learning for real-world agents runs into a three-way conflict: system throughput, training stability, and agent flexibility all pull in different directions, and that tension has