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Enterprise AI's real risk isn't autonomous agents. It's the complexity between them.
Presented by Gravitee Agent complexity is the insidious shadow lurking inside enterprises right now that needs a light shone on it.That’s because enterprises don t deploy a single agent and watch it run, they deploy fleets, each one calling APIs, calling other agents, reaching into applications that were never built with a machine decision-maker in mind. That s the failure mode that should keep you up at night: a windy, complicated system nobody can see clearly enough to govern. But why do things get so opaque so quickly?Add a second agent to a system, and you ve added one connection. Add a tenth, and you haven t added ten connections, you ve potentially added dozens, because now any agent might call any other, and each of those calls can trigger a call somewhere else. Complexity doesn t creep up with agent headcount. It compounds with the number of paths between agents, and nobody s job is to draw that graph. A support ticket that used to touch one system might now pass through four a
OpenAI’s executive exodus has one big winner
Today on Decoder, I’m talking to Verge senior AI reporter Hayden Field about some pure Decoder bait: the seemingly-endless org chart changes at OpenAI, and how all of them seem to consolidate power under cofounder Greg Brockman, the company’s president. While Sam Altman is the CEO and still OpenAI’s most public face, Brockman has amassed enormous power and influence within the top ranks of the company as other senior leaders have left in rapid succession these past few months. Verge subscribers, don t forget you get exclusive access to ad-free Decoder wherever you get your podcasts. Head here. Not a subscriber? You can sign up here. Brockman now oversees the company’s entire consumer and enterprise product teams, including ChatGPT, Codex, and its major infrastructure build out. As Hayden recently reported, he is effectively now the day-to-day operational leader of OpenAI. This will have major effects on OpenAI as a company and its product strategy, at a time when it continues to cede g
Hugging Face’s new robot is an adorable rollerskating duck
Hugging Face's Pollen Robotics has launched its second cute AI robot, the Microduck, a one-eyed biped standing just under 10 inches tall. It's available to preorder now for $399 in cream, graphite, lavender, and sky blue, and Pollen Robotics says it plans to start shipping the little robot "before Christmas 2026." Video demos of the Microduck show it picking up socks and markers, kicking around a ball, and zipping around on tiny rollerskates. Pollen Robotics says it can also "react to its surroundings" and follow around a laser pointer, or users can control it with a game controller. The Microduck's software is open-source, like Hugging Fa … Read the full story at The Verge.
Plaud’s new earphones come with an eSIM-enabled case for talking to AI agents
Plaud's new 'agentic' earbuds are priced at $249.
Visa ships a security AI that patches production code before any human reviews it
Visa s open-source security harness now finds the vulnerability, writes the fix, and turns an adversarial panel on its own patch before any human reviews it. The whole loop ships on by default. A plain scan of the Visa Vulnerability Agentic Harness runs all 11 stages and edits source files in the target repo unless the operator caps it at detection.The announcement Thursday pairs the release with an expansion of the Visa Consulting Analytics advisory practice. Visa is shipping that default 18 days after Tenet Security demonstrated GhostJacking on the DEF CON 34 main stage, an attack chain in which an agent read an attacker s payload out of a log file and rewrote DNS with a valid credential. Two days earlier, Steve Wilson, Chief AI and Product Officer at Exabeam and project co-lead for the OWASP Top 10 for LLM Applications, made the case in VentureBeat for the opposite default. The first thing I d do is put an authorization gate outside the model, Wilson said in written responses. The a
When agents act on their own, governance has to live in the data layer
Presented by EDB As enterprises give AI agents more autonomy — the ability to plan, decide, and act across systems without a human approving each step — a hard question moves to the center of every architecture review: When an agent tries to complete an action that it was never authorized to do, what actually stops it?These are your agents, running on your models, touching your data in your infrastructure — and the responsibility for what they do sits with you. That responsibility can’t be met in hindsight or with a set of abstract policies that live on paper but not in practice. Agents need rules in the context of the moment, because they don’t exercise overriding judgment of their own actions.Consider a simple rule: Never open the car door. Followed literally, an agent could never get in or out of the car at all. But if you change the context (the car has just crashed, there’s a fire, someone is hurt and needs to get out), then the rule you actually want is the opposite. Context in t
Of course Samsung made a 1,100Hz gaming monitor
Samsung announced its upcoming lineup of Odyssey gaming monitors today at Gamescom, and says that several will feature "world-first innovations" across display speeds and design. This includes the 27-inch Odyssey G6 it initially unveiled in December, which now features a 1,100Hz refresh rate, alongside new OLED Odyssey G9, G8, and G7 updates for 2027. The Odyssey G6 G60H's upgraded 1,100Hz final launch specification is a smidge faster than the already ridiculous 1,040Hz refresh rate that Samsung announced it would have at CES 2026. Little has changed otherwise, so this is still a dual-mode gaming monitor with an IPS-based display and a 1ms … Read the full story at The Verge.
OpenAI to start showing ads on ChatGPT’s free and Go tiers in India
OpenAI has more than 100 million weekly active ChatGPT users in India, a huge chunk of whom are on the free or the lower-priced Go tiers.
Pollen Robotics (Hugging Face) Microduck
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Nvidia closes in on Hugging Face acquisition
Nvidia has reportedly agreed to buy Hugging Face, the popular open-source AI hub, for $12.9 billion in a move that would let Nvidia both protect its chip empire and jump back into the cloud business.
CEO fired developers to make room for AI. Developers create open source AI CEO
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Nvidia agrees to acquire Hugging Face for $13B
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