Aligning to What? Rethinking Agent Generalization in MiniMax M2

Alignment is marketing fluff for specific fine-tuning recipes. Generalization isn't about philosophical alignment; it's about reliable state tracking in complex, multi-step reasoning. Agents fail because they hallucinate transitions, not because they lack good intentions. Stop chasing abstract alignment scores. Build robust state machines for reliable tool execution instead.