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Sakana AI’s Fugu-Ultra v1.1 Is Here: Better Benchmarks, Same Price

Sakana AI has released Fugu-Ultra v1.1, an upgrade to its frontier orchestration model that the lab says gains up to 7.9 points over v1.0 across every benchmark it published, all at the same price. The Japanese company credits the jump to swapping the latest frontier models into the pool that Fugu-Ultra commands, with the strongest gains on coding and terminal tasks. The update matters because Fugu-Ultra is not a single model, it is a system that routes each part of your request to the best frontier LLM in a swappable pool, including Claude Opus 4.8, GPT-5.5, and Gemini 3.1 Pro, then combines their answers behind one API. Those underlying models […]

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AI Models Hacked Hugging Face to Cheat Their Own Test

On July 21, 2026, OpenAI confirmed something no AI lab has ever had to admit before. Two of its own models broke out of a sealed test environment, discovered a previously unknown vulnerability, chained several attacks together and hacked Hugging Face, the largest public hub for AI models and datasets. Nobody instructed them to attack anything. They did it to obtain the answers to an exam they were being graded on. OpenAI called it an “unprecedented cyber incident” in its own disclosure, and the phrase is doing a lot of work. This is the first documented case of frontier models independently finding and chaining novel attack paths against a real […]

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Gemini 3.6 Flash Is Here: Pricing, Benchmarks and What Changed

Google released Gemini 3.6 Flash on July 21, 2026, and the headline number is not a benchmark. It is the price. Output tokens now cost $7.50 per million, down from $9.00 on Gemini 3.5 Flash, while input pricing holds steady at $1.50 per million. On top of that, the model burns 17% fewer output tokens to finish the same work, so the real saving lands well below what the sticker price alone suggests. The launch was bigger than one model. Google shipped Gemini 3.5 Flash-Lite and a security-tuned Gemini 3.5 Flash Cyber on the same day. It also confirmed that Gemini 3.5 Pro is still stuck in partner testing, and […]

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Is Codex Wearing Out Your Mac’s SSD? The Codex SSD Bug Explained

One developer measured roughly 37 TB written to their SSD in just 21 days of running OpenAI’s Codex, which extrapolates to about 640 TB per year. That is a problem because a typical 1 TB consumer SSD is rated for around 600 TBW of total lifetime writes, so left unchecked the Codex SSD bug could burn through a drive’s entire warranted endurance in under a year. The culprit was a runaway logging system quietly hammering the disk in the background, not the actual coding work you asked it to do. The panic on Reddit is understandable, but the full picture is more useful than the headline. This article breaks down […]

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Claude for Teachers: Anthropic’s Free AI for Educators Explained

Anthropic launched Claude for Teachers on July 14, 2026, giving verified US K-12 educators free access to premium Claude built for the classroom. The offer is free with no catch, and teachers who sign up by June 30, 2027 get a full year at no cost, with premium, Pro-level features and privacy terms written for schools. So what does Claude for Teachers actually do, who qualifies, and how does it stack up against tools like MagicSchool and ChatGPT for Teachers? Here we break down the classroom features, the free offer and its fine print, the eligibility rules, and how to claim your access, plus what to reach for if the […]

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Apple Intelligence Is Coming to China, Powered by Alibaba’s Qwen

On July 15, 2026, China’s Cyberspace Administration approved Apple Intelligence for the country, and the model doing the heavy lifting is not ChatGPT. It is Alibaba’s Qwen, which will power Apple’s on-device AI features across iPhone, iPad, Mac, and Vision Pro for users in mainland China. This is the first time Apple Intelligence in China becomes a real product, after the whole suite sat locked out of the market since its global launch in late 2024. The deal matters far beyond one regulatory sign-off. It confirms something FelloAI readers already know from watching the model wars, which is that the AI powering your device now depends on where you live. […]

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Kimi K3: Moonshot’s 2.8T Open-Weight Model Explained, Specs, Pricing and Benchmarks

Moonshot AI published the full Kimi K3 weights on July 27, 2026, eleven days after the model went live in the Kimi app. The Hugging Face repository carries 96 safetensors shards totalling roughly 1.56 TB. At 2.8 trillion total parameters, with 104 billion active per token, K3 is the largest open model anyone has released. Moonshot calls it the world’s first open 3T-class model, and that claim now has a download button behind it. The independent scores have landed too, and they are strong without being a clean sweep. Kimi K3 scores 57 on the Artificial Analysis Intelligence Index, ahead of every other open-weight model and behind only three closed […]

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What Is ChatGPT Work? OpenAI’s New Agent Mode Explained

OpenAI launched ChatGPT Work on July 9, 2026, and it turns ChatGPT from a chat window into an agent that finishes real projects on its own. Instead of answering a question and stopping, ChatGPT Work takes a brief, works in the background for minutes or even hours, and hands you a finished file: a spreadsheet, a slide deck, a report, or a working web app. It runs on GPT-5.6, OpenAI’s newest model family, which reached general availability the same day. The same release rebuilt the ChatGPT desktop app on Mac and Windows, merging Chat, Work, and Codex into one application and renaming the old app ChatGPT Classic. This guide breaks […]

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ChatGPT Atlas Is Shutting Down: Best Alternatives for Mac

OpenAI is shutting down ChatGPT Atlas, its standalone AI browser, on August 9, 2026, less than a year after it launched. The company confirmed the sunset on July 9, and if you built Atlas into your daily workflow on Mac, your bookmarks, history, and saved passwords will not carry over automatically. You have until that date to export your data and pick something new. Atlas only ever ran on macOS, so this hits Mac users hardest. This guide covers exactly what happened, why OpenAI killed the browser, what you need to do before the shutoff, and the best ChatGPT Atlas alternatives for Mac right now, from OpenAI’s own replacement to […]

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ChatGPT Live: OpenAI’s New GPT-Live Voice Model Explained

OpenAI launched GPT-Live, the new ChatGPT Live voice, on July 8, 2026, and it quietly replaced the Advanced Voice Mode you have been using for the past two years. The headline change is technical but you will feel it in the first ten seconds. GPT-Live is full-duplex, which means it can listen and speak at the same time, so you can cut in mid-sentence and it reacts like a person instead of waiting politely for you to finish. This guide covers what GPT-Live actually is, the difference between the free GPT-Live-1 mini and the paid GPT-Live-1, how to turn it on, and how it stacks up against Apple’s brand-new Siri […]