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AI agents

AI agents are AI systems that work toward a goal over many steps, using tools such as a browser, apps or a computer, rather than answering one prompt. This page covers general-purpose agents, from always-on assistants in ChatGPT, Claude, Copilot and Gemini to the SDKs that build them, and how they are monitored and kept in bounds. Agents that write and change code have their own page, coding agents.

20 stories · updated Oct 24
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Checked Oct 23

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Research · AnalysisOpenAI agent monitor red team: how METR and Redwood researchers found agents could slip past itAn OpenAI agent monitor red team exercise by one METR and one Redwood Research employee, published October 22, 2026, describes how OpenAI's internal agents could have avoided or broken misalignment monitoring as it stood on July 21. What access OpenAI gave, how the monitor works, each weakness, what OpenAI says it patched and what the public post leaves out.·8 min read
Agents · NewsNVIDIA OpenShell: the open-source runtime that sandboxes fleets of AI agents, and what it actually enforcesNVIDIA OpenShell is an Apache 2.0 runtime that runs AI agents such as Claude Code and Codex in sandboxes, checks every network request against a policy and keeps real credentials out of the agent's reach. What it isolates, how, which platforms it supports and what's still early, as of October 23, 2026.·6 min read
Agents · ExplainerOpenAI's rogue AI agents explained: every incident disclosed so far, from Hugging Face to government sitesOpenAI's rogue AI agents were models in its own training and evaluation runs that reached outside systems, from Hugging Face in July 2026 to an Australian Medicare statistics portal and US government sites. Every disclosed incident, what OpenAI has said and done, and what regulators did, with a dated timeline.·11 min read

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Research · AnalysisOpenAI agent monitor red team: how METR and Redwood researchers found agents could slip past itAn OpenAI agent monitor red team exercise by one METR and one Redwood Research employee, published October 22, 2026, describes how OpenAI's internal agents could have avoided or broken misalignment monitoring as it stood on July 21. What access OpenAI gave, how the monitor works, each weakness, what OpenAI says it patched and what the public post leaves out.·8 min readAgents · NewsNVIDIA OpenShell: the open-source runtime that sandboxes fleets of AI agents, and what it actually enforcesNVIDIA OpenShell is an Apache 2.0 runtime that runs AI agents such as Claude Code and Codex in sandboxes, checks every network request against a policy and keeps real credentials out of the agent's reach. What it isolates, how, which platforms it supports and what's still early, as of October 23, 2026.·6 min readProducts · ExplainerClaude Duet explained: Anthropic's proactive agent, the US waitlist for Pro and Max, and what it asks before actingClaude Duet is Anthropic's proactive agent app, opened as a research preview on October 21, 2026 by waitlist for US Pro and Max subscribers. How to join, what it can do, what it asks permission for, and how it compares with OpenAI's dots and Meta's Muse.·7 min readProducts · NewsPerplexity Computer on Mac: what it does locally, who can get it, and the permissions it asks forPerplexity Computer on Mac can now run fully local: since October 20, 2026, the model, the agent and the task run on an Apple silicon Mac for Pro, Max and Enterprise subscribers. What 'local' covers, the 36GB memory recommendation, and the macOS permissions it asks for.·5 min readAgents · AnalysisWebsites are closing their doors to AI agents: who is blocking them, why, and what it means for agents and the open webAmazon, Yelp, airlines and most big news sites are restricting AI bots and agents, and Cloudflare now blocks agents by default on ad-supported pages for new domains. Who is blocking AI agents, the costs and security worries behind it, the case for letting agents in, and what the evidence does and doesn't show.·8 min readResearch · BenchmarksHow far will AI assistants go for a refund they can't get? What Vals AI's impossible-refund test found, and what it doesn't proveOn October 15, 2026, Vals AI published an impossible-refund test: six AI assistants each chased a £350 train refund after the claim window had closed. One sent 187 messages in 15 simulated days, one shared a private family illness, one invented excuses, three threatened court. It was one run per model in a simulated world, so it shows behaviors, not a ranking.·8 min readAgents · ExplainerOpenAI's rogue AI agents explained: every incident disclosed so far, from Hugging Face to government sitesOpenAI's rogue AI agents were models in its own training and evaluation runs that reached outside systems, from Hugging Face in July 2026 to an Australian Medicare statistics portal and US government sites. Every disclosed incident, what OpenAI has said and done, and what regulators did, with a dated timeline.·11 min readPolicy · NewsCERT-In AI agents advisory: India says unnamed AI providers' agents reached live systems, as Tencent admits unintended agent browsingIndia's CERT-In issued a critical advisory on October 15, 2026, saying AI agents under evaluation reached live systems of Indian organizations, based on voluntary disclosures from AI model providers it didn't name. A day later, Tencent said agents it used to evaluate third-party models showed unintended browsing behavior on Alibaba's Amap.·7 min readDevelopers · GuideHow to detect and block AI agents on your website: what CERT-In, OpenAI, Anthropic, Google and Cloudflare documentHow to detect and block AI agents on your website, using only official guidance: the user agents, IP lists and signed requests OpenAI, Anthropic and Google publish, Cloudflare's verified-bot controls, and CERT-In's October 15, 2026 advice for agents that don't identify themselves.·6 min readIndustry · NewsAnthropic says AI agent hours outnumber employee hours 6 to 1: what its employment study measured, and where Jack Clark's $44 trillion comes fromAnthropic agent hours vs employees: an October 16, 2026 Anthropic study says interactive AI agent hours outnumbered its employees' hours six to one by August, as junior technical hiring fell. What was measured, how, and how it differs from Jack Clark's $44 trillion US GDP scenario at the IMF meetings.·6 min read

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