Kimi K3.1 Pro: API, pricing, benchmarks, and what the open weights will need
Kimi K3.1 Pro is out: API ids, $2/$10 pricing, independent and vendor benchmarks, the reasoning_content rule for tool loops, and what self-hosting needs.
AI agents
Building agents that call tools, fail well and stay inside a budget.