Request API credentials or pull weights, then reproduce benchmark harnesses to validate MiniMax-M2 in your environment.

• Spin up vLLM, SGLang, or MLX with our starter configs.
• Run SWE-bench or BrowseComp notebooks to baseline behaviour.
• Document evaluation criteria before moving to staging.

Stream token, cost, and routing telemetry into your observability stack for live monitoring.

• Enable usage webhooks and budget alerts per workspace.
• Forward logs into your SIEM with <think> trace redaction controls.
• Track per-team cost trends to inform optimisation.

Roll out tool-aware agents with guardrails, red-team them regularly, and refine prompts or adapters as workloads grow.

• Gate releases behind automated evaluation suites.
• Annotate interleaved thinking traces for policy review.
• Optimise decoding parameters per environment to balance cost and quality.