MiniMax M3.1 Flash API

MiniMax M3.1 Flash API combines a 1,000,000-token input window with image and video understanding for coding agents; reasoning_effort changes thinking depth without switching models. For M3.1 Flash tool loops, preserve the complete assistant response, including reasoning content and tool calls, then return execution results with the matching tool_call_id; your application remains responsible for validation and execution.