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.
AI agents articles
Muse Spark Open: what it takes to run Meta's 816B open-weight model, what the licence allows, and where it trails
Hardware, serve commands and reasoning_effort for Meta's Muse Spark Open, what its licence demands, and where its benchmarks lag Kimi K3.