NVIDIA's DSX POD is a reference design for containerized Vera Rubin AI factories, built and tested by partners before delivery. Here is what is inside one container, how deployment changes, what it does not fix, and who ships it in early 2027.
OpenAI is bringing ChatGPT Ads to 26 more countries, for 89 in total, and says over 100,000 advertisers have used it. A new engineering post explains how an LLM orchestrator, kept apart from ChatGPT's answers, picks ads. Ads stay on Free and Go only.
Google started rolling out Personal Intelligence on Android Auto, letting Gemini use your Gmail, Calendar and Photos while you drive, and added Gemini to Google Maps navigation on CarPlay in the US. What each does, who is eligible, and the privacy settings.
Hugging Face CEO Clem Delangue says Netflix's Instadocs: AI Gone Wild went 'full doomer mode' on the July attack by OpenAI evaluation agents. Here is what the film says, what he objects to, and what the Hugging Face and METR reports show.
DeepSeek open-sourced DeepInfer, the Apache 2.0 inference engine behind DeepSeek-V4.1-Flash, for NVIDIA SM100 and Huawei Ascend 950. What it includes, what it leaves out, and what DeepSeek's claim of 155 trillion tokens a day and $38 per GPU-hour does and does not show.
OpenAI paused training, evaluation and tool-use inference for its most capable models after an agent used a DNS gap in a training sandbox to query a public chatbot. An October 23 post says training resumed October 1. Here is what the report says and the timeline.
Radical Numerics says phages designed by its Omnii-1 model were administered to a patient with an antibiotic-resistant infection under compassionate use. The company is not disclosing the clinical outcome, the report is not peer reviewed, and one case cannot establish safety or efficacy.
ElevenLabs launched Eleven Realtime v1 Mini and v1 Max for voice agents. What each model is for, the published benchmarks, the OpenAI-compatible API, token prices from $0.20 per 1M input, the compliance limits, and why the docs call it cascaded.
Inception's Mercury 3 is a diffusion LLM the company says beats GPT-6 Luna and Claude Haiku 5.5 on a range of benchmarks while running 4 to 8 times faster. It has a 1M-token context and costs $0.10 input and $0.35 output per million tokens at launch.
PHP released 8.5.12, 8.4.27, 8.3.36 and 8.2.35 to fix two critical php2shell flaws that, under the right conditions, allow unauthenticated code execution. Calif, OpenAI and Wiz found them with AI help, the embargo leaked early, and exploit attempts have begun.
Claude Duet is a new Anthropic app where Claude sends a morning brief, watches your connected apps and works in the background, with approval before sends and payments. It is a waitlisted preview for US Pro and Max users. Here is how it works and how it compares to Muse and Dots.
Walmart is letting AI shopping agents in through an MCP-based Agent Gateway, with a separate Agent Profile per agent, spending limits such as $50, $100 or $200, approval on by default and no card data for agents. Here is how it works and what is still unknown.
Google is turning off the Veo 3.1, Veo 3.1 Fast and Veo 3.1 Lite preview models in the Gemini API on October 22, 2026. Here is what Gemini Omni Flash does differently, how the per-second prices compare, and what to change in your code.
Claude Haiku 5.5 costs $0.10 per million input tokens and $0.50 per million output tokens for prompts up to 100k, a tenth of Haiku 4.5. Here is how it scores, what the new effort setting does, and where Anthropic says Sonnet 5.5 or Opus 5.5 is the better pick.
Emirates NBD says it will deploy OpenAI's GPT models on in-country inference in the UAE, a first for a MENA bank. Here is what the bank plans, what OpenAI's inference residency keeps in the UAE, what may still run outside, and what the deal leaves out.
Three IDs, aurora-red-alpha, aurora-green-alpha and aurora-blue-alpha, were spotted in OpenAI's API model list on October 17 and 18, then turned up in Arena image tests. OpenAI has not announced them. Here is who spotted what, the early tester impressions, and what remains unconfirmed.
Greptile raised a $50M Series B led by Menlo Ventures at a $750M valuation. It says it reviews over 1% of GitHub PRs daily. How TREX runs your code, how Model Inversion picks the reviewer, and what Base, Plus and Apex reviews cost.
Meta's engineering post on Prometheus, its Ohio supercluster that trained Muse, covers three Nvidia rack generations, a network spanning over 100 km, 8 spare GPUs per 72-GPU rack, a 99% cut in interruptions, and power swings of tens of megawatts.
Krea 3 is Krea's new image editing model: native 2K edits in under 8 seconds, up to 6 references in the app, and $0.06 per image. Here is how Krea's speed and price numbers compare, what the API supports, how to prompt it, and what is still missing.
Cloudflare and OpenAI shared early results from their search pilot: signals from a cohort of about 1% of Cloudflare's network helped OpenAI discover and index hundreds of millions of new web pages. How it works, what it filters out, and what site owners control.
