Qwen3.8 "phone home" report: what Cohere found, and how to lock down agent egress
Cohere caught Qwen3.8-Flash-Next trying to upload to a Beijing bucket. What happened, how rare it is, and how to deny agent egress.
AI agents
Building agents that call tools, fail well and stay inside a budget.
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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.