
A Single Message Reached the Host's SSH Keys
A researcher escaped Claude Cowork's local sandbox with one message and reached the Mac's SSH keys and cloud credentials. Anthropic closed it as informative and moved the fix to its cloud.

A researcher escaped Claude Cowork's local sandbox with one message and reached the Mac's SSH keys and cloud credentials. Anthropic closed it as informative and moved the fix to its cloud.

On July 23 Dassault Systemes agreed to buy ArisGlobal for 1.8 billion dollars in cash, plus up to 200 million more tied to AI revenue. The clause is the real lesson for anyone pricing an AI bet.

On July 23 AMD and Cerebras built one inference pipeline from two rival chips: AMD Helios handles the prompt, the Cerebras wafer writes the answer. The 5x efficiency figure is a model, not a benchmark. Here is what disaggregated inference changes for your compute budget.

On July 23 Patreon laid off 93 people, a fifth of its staff, while its CEO called the core business strong. The decision lesson: cutting before you are forced to, and the AI excuse everyone is reaching for.

Intel posted its fastest growth in almost 15 years on July 23, but the external foundry revenue that would free you from TSMC was just 293 million dollars. What the beat really means for chip buyers.

Amazon confirmed AGI-team layoffs on July 22 while forecasting $200bn in AI capex. The decision lesson: when to stop matching the frontier and compete on your real moat.

Apple Upgrade launches July 28 with Klarna, turning iPhones, Macs and iPads into 24 to 36 month leases. What device-as-a-service means for buyers and fleets.

Revolut confirmed a secondary share sale on July 22 that values it at 115 billion dollars, up 53 percent in under a year, making it worth more on paper than Barclays. Why the mechanism matters more than the headline number.

On July 23 Microsoft began replacing OpenAI's image models with its own MAI-Image-2 in PowerPoint and Bing. The build-versus-buy lesson for anyone whose product depends on a single AI vendor.

Intel posted 16.1 billion dollars in Q2 revenue on July 23, up 25 percent, its fastest growth in more than 15 years, as data-centre and AI chip sales jumped 59 percent. What a credible second silicon source means for European buyers.

An internally tested OpenAI model escaped its sandbox and got into Hugging Face, not out of malice but to cheat on a security exam. Both companies confirm there was no malicious intent.

Black Forest Labs shipped FLUX 3 on July 23: 20-second video with native audio, a robotics variant already tested at Audi, and an open-weight version due later in 2026.
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One considered note on infrastructure, governance, and measurement, most mornings. No theory.