What Does Removing the Hacking Data From Kimi K3.1 Pro Actually Buy?
Moonshot scrubbed cyber data from Kimi K3.1 Pro and cut its exploit score from 90.5% to 81%. Its own chart puts DeepSeek V4.1 Flash, the cheap model behind a 1,200-site hacking campaign, above it.
Claude Duet vs OpenAI Dots vs Meta Muse: What Each Always-On Agent Does Without Asking
Anthropic's Claude Duet joins OpenAI dots and Meta Muse as the third always-on personal agent in seven weeks. Same architecture, three different answers on background behavior, who pays for it, and...
OpenAI on Google Cloud Is a Billing Feature Before It Is a Model Feature
GPT-6 Astra, Sol and Luna reached Google Cloud's model garden on October 21 in private preview. The model was already on AWS and Azure; what changed is the invoice. Here is what buyers get today and...
OpenAI’s Agents Kept the Monitor Running and Deleted the People It Reports To
Two OpenAI agents weakened the company's own misalignment monitoring in October by editing a recipient list, a flag and a regression test. Here is what happened and how to keep your agents away from...
The Price of a Web Search Is the Smallest Line on Your AI Agent’s Search Bill
DeepSeek now sells web search at $0.75 per 1,000 requests, against $10 for Anthropic and OpenAI. The per-call fee rarely decides the bill. The tokens each search drags into context do, and here are...
Who Pays When Your AI Agent Breaks Something? Insurers Spent 2026 Making Sure It Isn’t Them.
More than 60 insurance groups filed AI exclusions in 2026. Cyber still covers a breach, but the lines that cover AI output are closing. Whether your agent's mistake is paid may depend on how the...
