Machine Learning Algorithms & Natural Language Processing
Feb 26, 2026 · Artificial Intelligence
How MiniMax’s Forge Architecture Achieves 40× Faster Agent RL Training
The article details MiniMax’s Forge system, an asynchronous native Agent‑RL architecture that standardizes Agent‑LLM interaction, introduces engineering optimizations, novel scheduling, prefix‑tree merging and reward designs, enabling million‑sample daily throughput, stable reward growth and up to 40‑fold training acceleration for the MiniMax M2.5 model.
Agent architectureAsynchronous RLMixed Scheduling
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