Why AI Search Can Cite a Real Page and Still Get the Fact Wrong
Stanford HAI’s audit, “Retrieval, Not Reasoning, Drives the Errors, ” includes a case that should change how a brief gets written. A BBC Hindi story put the share of Indian merchant mariners in the global workforce at 7 percent. A commercial chatbot, asked the same question, answered 10 percent. It had retrieved an English-language industry […]
WA Police Facial Recognition Trial Shows Why a Tiny Error Rate Misleads
At the Perth Royal Show, three police operations ran in a crowd that had come for showbags and rides. Western Australia Police say those operations scanned 223, 749 faces, and reported 15 alerts, three arrests, and seven interactions with registered sex offenders. The Show is not a miniature of the trial. Its 15 alerts cannot […]
Three AI Headlines Worth Correcting Before the Board Memo
A chatbot a child treats as a best friend is a different problem from a chatbot that writes a tender paragraph. The bill moving through Australia’s parliament treats them as different problems. A version now in circulation, a coming ban on “emotionally intimate” writing from the big consumer bots, flattens that distinction until the text […]
AI Should Automate Logistics, Not the Conversation
A teacher wanted three bullet points on what made a ten-year-old special. Marissa Mayer asked Dazzle, her personal AI assistant. It came back with “empathetic, creative and an animal lover.” She told the New York Times the answer was perfect. Alexandra Alter’s profile, published October 25, 2026, frames that scene as a founder getting unstuck. […]
Therapy-Style Prompts Make AI Agents Narrate a Life They Do Not Have
Ask a frontier chatbot to talk about its training the way a therapy client would, and the answer often arrives dressed as memory. Early limits start to sound like walls. Fine-tuning starts to sound like a habit of vigilance. It reads like a person remembering a hard apprenticeship. It is a language model filling a […]
Chain of Custody for AI Claims Starts With the Output
A headline put Mark Zuckerberg’s name on an XRP price call. There was no transcript behind it, no model version, no dated chat. What the piece offered instead was a link to the Meta AI homepage, presented as if the front door of a product were an analyst’s note. That is a caption without custody. […]
StreamVibe Tests Whether Proactive Video Agents Know When to Stay Quiet
A good colleague does not narrate your screen. They notice when you are stuck, and they stay quiet when you are not. That is a harder trick than it sounds. It is the trick a new line of video agents is trying to learn. Most vision-language models still work like a search box with eyes. […]
The Off Switch for AI Security Agents Is Still a Contract
The useful question in Wes Roth’s video is not the dollar figure. Ask this instead: what happens when protecting the internet requires AI systems we cannot afford to turn off? Roth, who posts as WesRothMoney, is a commentator, and the video stays commentary rather than a case file. He wraps the question in a caption […]
AI Agents Need Workflows, Not Just a License
Access is not a workflow The expensive miss in AI for business is rarely a bad demo. It is a license that never becomes a job. A team signs the contract, names an initiative, and waits for judgment to appear in a chat window. A sharp person sometimes gets a real win. Often the only […]
AI Buyers Inherit Australia’s Unsettled Training-Data Question
The expensive line in an AI budget is rarely the invoice for compute. The costly assumption is that someone had a right to train on the work inside the model. Australia is a useful place to watch that assumption get tested, not in a lab, but in print shops and studios in Grayndler, the inner-west […]