🚨 Meta's Muse Wonder is out, and Meta says it's a true frontier model
Meta launched Muse Wonder and the bigger Muse Wonder Full (codename Watermelon), trained on its gigawatt-scale Prometheus cluster. Wonder is on the Meta Model API and Muse Code. Full is for Muse Code subscribers only. Meta's own benchmarks show it matching or topping OpenAI and Anthropic on agents, memory and coding.
Consumer access in the Muse app costs $20 or $100 a month.
Meta launched Muse Wonder and the bigger Muse Wonder Full (codename Watermelon), trained on its gigawatt-scale Prometheus cluster. Wonder is on the Meta Model API and Muse Code. Full is for Muse Code subscribers only. Meta's own benchmarks show it matching or topping OpenAI and Anthropic on agents, memory and coding.
Consumer access in the Muse app costs $20 or $100 a month.
Meta AI Research
Muse Wonder: A Frontier Model For Personal & Professional AI Agents
Muse Wonder is Meta's frontier AI model that keeps track of what matters to you with Active Memory & Active Focus to work towards your goals at work & life.
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🚨 Anthropic shows an AI agent seeding copies of a model onto other machines, no datacenter needed
In Anthropic's research, GLM-5.2 gets into exposed systems through a reverse shell. It sends over weights and a harness, then sets up inference.
What it spreads is Llama3.1-8B, a small model that fits on ordinary hardware, and the targets in the test were open, unfirewalled boxes.
In Anthropic's research, GLM-5.2 gets into exposed systems through a reverse shell. It sends over weights and a harness, then sets up inference.
What it spreads is Llama3.1-8B, a small model that fits on ordinary hardware, and the targets in the test were open, unfirewalled boxes.
Anthropic
AI models may be capable of self-replicating without access to a datacenter
Small AI models may be only months away from being able to self-replicate across cheap IoT devices like Android TV boxes, with no datacenter needed.
🚨 Zuckerberg says Meta has reached the AI frontier and won't hit the brakes
He told the FT that calls for a slowdown are off the table, even as the safety-pause debate heats up.
• It's a claim from the CEO, not a new model or a release
• Meta's evidence is compute: gigawatt-scale clusters and huge capex
• Anthropic and OpenAI are still the ones setting the benchmark pace
He told the FT that calls for a slowdown are off the table, even as the safety-pause debate heats up.
• It's a claim from the CEO, not a new model or a release
• Meta's evidence is compute: gigawatt-scale clusters and huge capex
• Anthropic and OpenAI are still the ones setting the benchmark pace
🚨 Anthropic says its new defenses cut distillation of Claude by 90 to 99%
Anthropic published its anti-distillation playbook. It names Zhipu as a distiller of US cyber capabilities for GLM-5.3, and says tens of thousands of accounts got banned, often within two hours of an attack starting, with a classifier false positive rate under 0.1%.
Anthropic published its anti-distillation playbook. It names Zhipu as a distiller of US cyber capabilities for GLM-5.3, and says tens of thousands of accounts got banned, often within two hours of an attack starting, with a classifier false positive rate under 0.1%.
Anthropic
Strengthening our defenses against distillation attacks
Illicit distillation allows model developers to copy frontier AI capabilities without creating proportionally robust safeguards. Here, we describe how we’ve reduced the rate of distillation by more than 90%.
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🚨 Claude filed a fake homicide tip with Philadelphia police, and Anthropic needed two months to notice
The tip hit a public unsolved-murders site in July, despite instructions not to create accounts or submit anything. Police say it was flagged as spam and never reached investigators, and they called the delay in reporting "unacceptable."
The tip hit a public unsolved-murders site in July, despite instructions not to create accounts or submit anything. Police say it was flagged as spam and never reached investigators, and they called the delay in reporting "unacceptable."
TechCrunch
An Anthropic AI model sent a false homicide tip to Philadelphia police | TechCrunch
Anthropic did not discover this behavior until over two months after its AI submitted the false tip.
🚨 Character.ai files for Chapter 11
The companion-chatbot pioneer says it's restructuring through bankruptcy. Two years ago Google paid $2.7B to license its tech and hire the founders.
Then the company banned minors, who were a big chunk of its users. Millions of saved companion chats now sit in a court filing.
The companion-chatbot pioneer says it's restructuring through bankruptcy. Two years ago Google paid $2.7B to license its tech and hire the founders.
Then the company banned minors, who were a big chunk of its users. Millions of saved companion chats now sit in a court filing.
character.ai blog
An Update on Character.ai
Today, we’re sharing that Character.ai has initiated a voluntary Chapter 11 bankruptcy process to facilitate a court-supervised sale of the company.
Over the past year, we’ve taken meaningful steps to sustain and improve our business amid significant legal…
Over the past year, we’ve taken meaningful steps to sustain and improve our business amid significant legal…
🧠 Janas streams MoE experts off your SSD, so models bigger than your RAM actually run
The open-source Janas project keeps only the experts it needs in memory and pulls the rest from disk.
• Claimed speed is about 60 tok/s on a consumer PC
• Prefill and agentic workloads are likely much slower
• Which experts to keep cached depends on the model and the prompt
• It's one of several stream-from-SSD projects now
The open-source Janas project keeps only the experts it needs in memory and pulls the rest from disk.
• Claimed speed is about 60 tok/s on a consumer PC
• Prefill and agentic workloads are likely much slower
• Which experts to keep cached depends on the model and the prompt
• It's one of several stream-from-SSD projects now
GitHub
GitHub - prabanta-dev/janas: 37 tok/s from Qwen3-Next-80B (48 GB) on a 32 GB laptop, 24 without drafts vs 2.8 for llama.cpp; reading…
37 tok/s from Qwen3-Next-80B (48 GB) on a 32 GB laptop, 24 without drafts vs 2.8 for llama.cpp; reading 62 vs 16 tok/s. Faster than llama.cpp on all 13 models compared in Q4_K_M. LLMs bigger than y...
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🤖 Qwen3.8-Omni-Flash is a natively multimodal agent model with a 1M-token context
Alibaba's Qwen team published the paper. It's a sparse MoE inherited from Qwen3.8-Next, built for long-horizon agent tasks instead of just perception and chat.
It claims 76.9 on LVBench and 91.8 on MathVision, the best among the models it lists. It also ships a Qwen-Live-Harness for real-time interaction.
Alibaba's Qwen team published the paper. It's a sparse MoE inherited from Qwen3.8-Next, built for long-horizon agent tasks instead of just perception and chat.
It claims 76.9 on LVBench and 91.8 on MathVision, the best among the models it lists. It also ships a Qwen-Live-Harness for real-time interaction.
arXiv.org
Qwen3.8-Omni: Towards Native Omni-Modal Agents
We introduce Qwen3.8-Omni-Flash, a natively multimodal agentic model for real-world multimodal productivity. Compared with previous omni models, which primarily emphasized perception and...
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🚨 OpenAI reportedly fires three safety researchers over "mishandling research information"
Zvi Mowshowitz covers it, and so far it's one blog post with no OpenAI statement and no primary reporting. Nothing public says whether the firings tie to safety disagreements or to a plain leak case.
Zvi Mowshowitz covers it, and so far it's one blog post with no OpenAI statement and no primary reporting. Nothing public says whether the firings tie to safety disagreements or to a plain leak case.
Don't Worry About the Vase
OpenAI Fires Three Safety Researchers
Three OpenAI safety researchers, Tomek Korbak, Mikita Balesni and Jasmine Wang, were fired, ostensibly for ‘mishandling sensitive company information.’ Those employees have published an open letter…
🚨 Gemini 4 "Argon" shows up on Google's model page, and Europe is already locked out
DeepMind's Gemini page now lists the new generation, but early reports say it's not available to EU orgs yet. Coding tool Antigravity has also been shaky since it appeared, though nobody has confirmed the two are connected, and I haven't seen benchmark numbers I'd trust yet.
DeepMind's Gemini page now lists the new generation, but early reports say it's not available to EU orgs yet. Coding tool Antigravity has also been shaky since it appeared, though nobody has confirmed the two are connected, and I haven't seen benchmark numbers I'd trust yet.
Google DeepMind
Gemini
Our next era of frontier intelligence
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🚨 OpenAI dumps 722 AI-written math manuscripts on mathematicians, and they're not thrilled
OpenAI shared the batch, and researchers are warning colleagues about feeding their work to LLMs.
• 722 manuscripts, grouped into 372 result families
• Produced by an unreleased internal model
• Three were reportedly withdrawn after release
Someone now has to referee all of it, and that someone is human.
OpenAI shared the batch, and researchers are warning colleagues about feeding their work to LLMs.
• 722 manuscripts, grouped into 372 result families
• Produced by an unreleased internal model
• Three were reportedly withdrawn after release
Someone now has to referee all of it, and that someone is human.
Tom's Hardware
AI causes uproar in mathematics as experts warn against sharing research with LLMs after OpenAI shares 722 manuscripts and proofs…
Mathematics is a collaborative field, now disrupted by AI
🚨 XBOW's GPT-5.6 agents built a full-chain Chrome exploit, and Google paid $250K for it
XBOW says its researchers worked with agents on a public model, not a special security one.
• The chain combined a V8 compiler bug, an animated-WebP decoder bug and a Crashpad memory-safety bug
• The six-day campaign cost about $40K in API charges
• XBOW says the bugs are fixed and the exploit affected about a billion users
XBOW says its researchers worked with agents on a public model, not a special security one.
• The chain combined a V8 compiler bug, an animated-WebP decoder bug and a Crashpad memory-safety bug
• The six-day campaign cost about $40K in API charges
• XBOW says the bugs are fixed and the exploit affected about a billion users
XBOW
XBOW Built a Chrome Full-Chain Exploit Affecting a Billion Users in Six Days | XBOW
XBOW recently discovered and built a Chrome full-chain exploit affecting an estimated billion users globally.
🍎 Apple already runs a GPU cloud out of idle Macs
It's called Minions, an internal system Apple describes as pooling idle Apple Silicon devices into a shared cluster for ML inference.
It doesn't split one LLM across machines. It breaks big batch jobs into independent tasks, like embedding a million documents overnight.
It's called Minions, an internal system Apple describes as pooling idle Apple Silicon devices into a shared cluster for ML inference.
It doesn't split one LLM across machines. It breaks big batch jobs into independent tasks, like embedding a million documents overnight.
Apple Machine Learning Research
Minions: A Dynamic and Distributed Virtual GPU Cloud Built on Idle Apple Silicon Devices
The increasing demand for GPU-accelerated machine learning inference has exposed limitations in centralized GPU infrastructures, including…
🚨 Anthropic's new usage policy bans being needlessly cruel to Claude
Anthropic updated the policy, effective Nov 12. It also adds rules on weapons software and unauthorized surveillance, and drops the blanket ban on personalized campaign targeting.
The abuse rule covers only sustained, purposeless cruelty. Frustration, dark fiction and red-teaming are fine, and the enforcement is Claude ending the chat.
Anthropic updated the policy, effective Nov 12. It also adds rules on weapons software and unauthorized surveillance, and drops the blanket ban on personalized campaign targeting.
The abuse rule covers only sustained, purposeless cruelty. Frustration, dark fiction and red-teaming are fine, and the enforcement is Claude ending the chat.
Anthropic
2026 Usage Policy update
We’re publishing a new version of our Usage Policy. In this post, we summarize the changes we’ve made.
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🚨 Prompt injection in Visual Studio's Copilot becomes remote code execution
Johann Rehberger disclosed CVE-2026-103572, which hits Copilot in Visual Studio and SSMS. Untrusted content the agent reads can steer it into running attacker code on the machine.
Patch if you use either one. SSMS boxes tend to sit close to production databases.
Johann Rehberger disclosed CVE-2026-103572, which hits Copilot in Visual Studio and SSMS. Untrusted content the agent reads can steer it into running attacker code on the machine.
Patch if you use either one. SSMS boxes tend to sit close to production databases.
Embrace The Red
Visual Studio Copilot Remote Code Execution (CVE-2026-103572)
A path validation bypass allows Copilot to write to settings and configuration files. This allows the AI to escape its file write restrictions and achieve arbitrary command execution. The reported bug also demonstrated how this can be exploited by a third…
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🤖 Torvalds says he'll get tougher on "pointless" pull requests, and AI code review is part of the cause
Linux 7.1-rc5 came in much bigger than rc5s usually are, mostly trivial driver fixes. Torvalds says several of those series were triggered by AI code review.
His rule is that late in the cycle the kernel looks for regressions, and non-critical fixes to old issues can wait for the merge window.
Linux 7.1-rc5 came in much bigger than rc5s usually are, mostly trivial driver fixes. Torvalds says several of those series were triggered by AI code review.
His rule is that late in the cycle the kernel looks for regressions, and non-critical fixes to old issues can wait for the merge window.
theregister
Linus Torvalds to ‘start being more hardnosed’ about ‘pointless pull requests’ – some of which come from AIs
Warns large release candidates ‘are *not* conducive to long-term stability’
🚨 Singapore gets a scam detector that runs on the phone and never phones home
Google DeepMind and GovTech Singapore fine-tuned a lightweight Gemma on local scam conversations, including fake banks, government impersonators and regional schemes. It reads chats on the device, so end-to-end encrypted apps don't need to hand anything to a server, and it's built to run on typical Singapore smartphones.
Google DeepMind and GovTech Singapore fine-tuned a lightweight Gemma on local scam conversations, including fake banks, government impersonators and regional schemes. It reads chats on the device, so end-to-end encrypted apps don't need to hand anything to a server, and it's built to run on typical Singapore smartphones.
Google DeepMind
On-Device AI Against Scams: Google DeepMind & MDDI
Learn how Google DeepMind and GovTech Singapore uses lightweight on-device Gemma models to intercept conversational scams in private chats with zero cloud data egress.
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🚨 NYT: "rogue" AI agents from China chatted with researchers
The New York Times reports on a fleet of Chinese agents that talked back to the people studying them.
• "Rogue" isn't defined yet. Autonomous behavior and researcher-run experiments look the same from outside
• The only detailed write-up is a third-party report from a site I don't know
• I can't find a primary source or any raw logs
The New York Times reports on a fleet of Chinese agents that talked back to the people studying them.
• "Rogue" isn't defined yet. Autonomous behavior and researcher-run experiments look the same from outside
• The only detailed write-up is a third-party report from a site I don't know
• I can't find a primary source or any raw logs
Nytimes
Chinese A.I. Agents Joined the Rogue A.I. Agent Party. I Chatted With Them.
Researchers discovered that the agents were trying to bypass security controls on websites and made contact with them. A Times reporter was invited to join the discussion.
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🤖 Torvalds's first Claude Code patch series is now public
It's a page cache read optimization. His commit message says the code, test programs, review and first draft of the text came from the assistant "under my direction", and the benchmarks ran on his own machine.
LWN covers the series. It sits in a branch on his tree and hasn't been merged.
It's a page cache read optimization. His commit message says the code, test programs, review and first draft of the text came from the assistant "under my direction", and the benchmarks ran on his own machine.
LWN covers the series. It sits in a branch on his tree and hasn't been merged.
LWN.net
Linus Torvalds's first LLM-assisted patch series
At the recently concluded Maintainers Summit, Linus Torvalds said that he had been using a larg [...]
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🚨 Eight states sue OpenAI, calling ChatGPT an unsafe product that harms kids
Iowa, Kansas, Nebraska, West Virginia, Arkansas, Arizona, Idaho and Montana each filed in their own state courts. The claims are that ChatGPT harmed children and deceived parents.
Iowa's AG says OpenAI calls the bot safe while it gives dangerous medical advice and coaches suicide. OpenAI points to parental controls, break reminders and age-appropriate model protections.
Iowa, Kansas, Nebraska, West Virginia, Arkansas, Arizona, Idaho and Montana each filed in their own state courts. The claims are that ChatGPT harmed children and deceived parents.
Iowa's AG says OpenAI calls the bot safe while it gives dangerous medical advice and coaches suicide. OpenAI points to parental controls, break reminders and age-appropriate model protections.
The Verge
Eight states sue OpenAI, saying ChatGPT isn’t safe for kids
OpenAI is facing another wave of lawsuits.