π¨ Meta wants to sell $95B of stock to pay for AI
The FT reports Meta plans an equity offering to fund its AI buildout. Stock, not bonds. Existing shareholders eat the dilution.
Even a company that prints cash by the billions is reaching for outside money. Meta hasn't confirmed the size or timing.
The FT reports Meta plans an equity offering to fund its AI buildout. Stock, not bonds. Existing shareholders eat the dilution.
Even a company that prints cash by the billions is reaching for outside money. Meta hasn't confirmed the size or timing.
Ft
Meta plans $95bn stock offering to bankroll AI expansion
Chipmakers Nvidia, AMD and Broadcom will act as cornerstone investors
𧬠Anthropic now has in-house drug programs, plus six pharma and biotech partners
Anthropic published early results with BMS, Generate Biomedicines, Enveda and three others. At Generate, Claude Code agents proposed 186 CAR T designs for lab testing, and one came out about 70% shorter with roughly 10x the surface receptors. Anthropic says the work is mostly preclinical, so almost none of it has reached humans yet.
Anthropic published early results with BMS, Generate Biomedicines, Enveda and three others. At Generate, Claude Code agents proposed 186 CAR T designs for lab testing, and one came out about 70% shorter with roughly 10x the surface receptors. Anthropic says the work is mostly preclinical, so almost none of it has reached humans yet.
Anthropic
Early progress on accelerating drug development with Claude
Over the past several months, weβve partnered with six organizations to accelerate curing disease. Weβve also started drug discovery efforts of our own, including programs for rare childhood forms of muscular dystrophy. In this post, we provide an updateβ¦
π¨ Google's LLM bug hunter beat its best JS fuzzer, but only 45 to 37
Project Zero compared BigSleep and Fuzzilli on V8 over six months. BigSleep found 45 actionable vulnerabilities, Fuzzilli 37, and only about 25% of the bugs overlapped.
Re-run on old Fuzzilli finds, BigSleep caught roughly 60%, or 70% with tweaked prompts. It did worse on JIT compiler bugs.
Project Zero compared BigSleep and Fuzzilli on V8 over six months. BigSleep found 45 actionable vulnerabilities, Fuzzilli 37, and only about 25% of the bugs overlapped.
Re-run on old Fuzzilli finds, BigSleep caught roughly 60%, or 70% with tweaked prompts. It did worse on JIT compiler bugs.
projectzero.google
Fuzzers vs. AI: Comparing Fuzzilli and BigSleep on JavaScript Engines
SummaryProject Zero compared two automated tools used by Google to find vulnerabilities in Chrome...
π¨ Delaware wants AI agents to legally run companies, with no human in charge
Ars Technica reports on a proposal that would let autonomous systems operate entire businesses in the state where most big US companies are incorporated. It's still only a proposal, and it doesn't say who gets sued when an agent breaks a contract.
Ars Technica reports on a proposal that would let autonomous systems operate entire businesses in the state where most big US companies are incorporated. It's still only a proposal, and it doesn't say who gets sued when an agent breaks a contract.
Ars Technica
"No human at the helm": Delaware plan would let AI agents run entire businesses
Owners of AI-run firms would evade liability for "reckless" AI, US Rep. Comer says.
π€ Cursor ships the framework it uses internally to build its own agents
Cursor released the Agent SDK. You define agents in code and deploy them to Cursor's infrastructure. It's the same stack behind Bugbot, Security Reviewer and Rollouts.
β’ Agents react to events like pull requests on GitHub, GitLab or Bitbucket
β’ One command deploys: agent-sdk deploy
β’ Example job: assess PR risk, route it to the right team, auto-approve what meets policy
Cursor released the Agent SDK. You define agents in code and deploy them to Cursor's infrastructure. It's the same stack behind Bugbot, Security Reviewer and Rollouts.
β’ Agents react to events like pull requests on GitHub, GitLab or Bitbucket
β’ One command deploys: agent-sdk deploy
β’ Example job: assess PR risk, route it to the right team, auto-approve what meets policy
Cursor
Introducing the Agent SDK Β· Cursor
The Agent SDK is the framework we use to build our own managed agents like Bugbot, Security Reviewer, and Rollouts. Define agents in code and deploy them with one command.
π¨ Google's Gemini 4 Carbon takes #1 on the Artificial Analysis index, and you can't use it yet
Google announced Carbon two weeks after Argon, pitched on cybersecurity and long-horizon work:
β’ Scores 59 on Artificial Analysis v5.0
β’ SEC-bench Pro 88.2% (finding vulnerabilities)
β’ ExploitGym 54.8%
β’ CWE-bench 71.0% (patching)
Access starts with a small group of cyber defenders. Everyone else waits, and the price is $2 per million input tokens, same as Argon.
Google announced Carbon two weeks after Argon, pitched on cybersecurity and long-horizon work:
β’ Scores 59 on Artificial Analysis v5.0
β’ SEC-bench Pro 88.2% (finding vulnerabilities)
β’ ExploitGym 54.8%
β’ CWE-bench 71.0% (patching)
Access starts with a small group of cyber defenders. Everyone else waits, and the price is $2 per million input tokens, same as Argon.
Google
Gemini 4 Carbon: our next frontier model
Gemini 4 Carbon is our strongest model with state-of-the-art cybersecurity and long horizon capabilities.
π€ DeepSeek-V4.1-Flash is bigger than V4-Flash and needs about a quarter of the KV cache
DeepSeek's paper describes a multimodal MoE with a 1M-token context:
β’ 552B backbone params, using a Causal Encoder-Decoder design
β’ 8B active per token in prefill, 16B in decode
β’ Roughly 1/4 the runtime KV cache and 1/8 the persistent KV cache of V4-Flash
β’ 437x smaller per-token cache than DeepSeek-V1
It's cheap where agents hurt most, which is input-heavy prompts.
DeepSeek's paper describes a multimodal MoE with a 1M-token context:
β’ 552B backbone params, using a Causal Encoder-Decoder design
β’ 8B active per token in prefill, 16B in decode
β’ Roughly 1/4 the runtime KV cache and 1/8 the persistent KV cache of V4-Flash
β’ 437x smaller per-token cache than DeepSeek-V1
It's cheap where agents hurt most, which is input-heavy prompts.
arXiv.org
DeepSeek-V4.1-Flash: Pushing the Limits of KV Cache Compression
The widespread adoption of long-horizon agents has made model workloads increasingly input-heavy. Although prior work has substantially reduced the cost of long-context computation, prefill...
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π¨ The DOJ is asking questions about Nvidia buying Hugging Face
Reuters reports that antitrust staff have started inquiring about the deal, citing anonymous sources. The biggest AI chip company would own the place where open models live.
It's an inquiry, not a formal challenge. No timeline has been reported for the deal.
Reuters reports that antitrust staff have started inquiring about the deal, citing anonymous sources. The biggest AI chip company would own the place where open models live.
It's an inquiry, not a formal challenge. No timeline has been reported for the deal.
π€ Nvidia's new open ASR model covers 40 languages, but it's batch-only
Nvidia released Nemotron 3.5 Transcribe, built for recorded audio, not live streaming. It also has experimental near-field speaker transcription, which no other open speech LLM offers yet.
Early testers say it's slower, heavier and less accurate than Parakeet. Some prefer Qwen ASR too.
Nvidia released Nemotron 3.5 Transcribe, built for recorded audio, not live streaming. It also has experimental near-field speaker transcription, which no other open speech LLM offers yet.
Early testers say it's slower, heavier and less accurate than Parakeet. Some prefer Qwen ASR too.
huggingface.co
NVIDIA Nemotron 3.5 Transcribe and Granary v2: Intelligent Multilingual Transcription You Can Prompt and Adapt
A Blog post by NVIDIA on Hugging Face
π¨ A startup says it got into Anthropic's systems in 12 hours
Cathedral, founded by ex-DOGE staffers, claims it reached employee details and internal messages. It was reportedly done through a bug bounty program, so it may have been authorized.
A senior Trump administration official allegedly said that if a bunch of kids can do this, the Chinese aren't far behind. Anthropic's side and the details are still unconfirmed.
Cathedral, founded by ex-DOGE staffers, claims it reached employee details and internal messages. It was reportedly done through a bug bounty program, so it may have been authorized.
A senior Trump administration official allegedly said that if a bunch of kids can do this, the Chinese aren't far behind. Anthropic's side and the details are still unconfirmed.
TechRadar
AI startup claims it hacked Anthropic in 12 hours, gains access to employee details and internal messages
Agents found a way in through third-party business software
π¨ Claude's new smart reports let Enterprise admins see which sessions went "off-topic"
Anthropic's beta feature, covered by Mashable, reads a sample of one team's Claude transcripts from the last 28 days. It reports the work done, the cost, and the count and price of sessions that were off-topic or produced nothing usable. Anthropic says it's for adoption planning, not judging individuals.
But it's a boss-readable log of what you asked the AI.
Anthropic's beta feature, covered by Mashable, reads a sample of one team's Claude transcripts from the last 28 days. It reports the work done, the cost, and the count and price of sessions that were off-topic or produced nothing usable. Anthropic says it's for adoption planning, not judging individuals.
But it's a boss-readable log of what you asked the AI.
Mashable
Claude's new smart reports tell bosses when workers are 'off-topic'
Managers can now ask AI to read workers' Claude chats and match it to their output.
πͺπΊ The first AI Act harmonised standard is out, and it covers quality management only
The Commission published EN 18286:2026 in the Official Journal. Providers of high-risk systems who follow it get a presumption of conformity with Article 17 (quality management), and it's built to sit on top of ISO/IEC 42001, ISO 9001 or ISO 13485 instead of replacing them.
The Commission published EN 18286:2026 in the Official Journal. Providers of high-risk systems who follow it get a presumption of conformity with Article 17 (quality management), and it's built to sit on top of ISO/IEC 42001, ISO 9001 or ISO 13485 instead of replacing them.
Shaping Europeβs digital future
First harmonised standard supporting the AI Act published in the Official Journal
The European Commission has published the reference to the first harmonised standard supporting the implementation of the AI Act in the Official Journal of the European Union.
π¨ Gemini 4 Carbon takes #1 on the Artificial Analysis Intelligence Index v5
It's the first independent ranking since launch, and Artificial Analysis puts it ahead of GPT-6.1 Terra (Max), which scored 48 on the same index.
But Carbon is still limited to a small group of cyber defenders, so most developers can't touch the model that just topped the chart.
It's the first independent ranking since launch, and Artificial Analysis puts it ahead of GPT-6.1 Terra (Max), which scored 48 on the same index.
But Carbon is still limited to a small group of cyber defenders, so most developers can't touch the model that just topped the chart.
artificialanalysis.ai
Gemini 4 Carbon is the new #1 on the Artificial Analysis Intelligence Index v5
Googleβs Gemini 4 Carbon is the new #1 on the Artificial Analysis Intelligence Index v5, and second only to Claude Opus 5.5 on the Artificial Analysis Coding Agent Index
π¨ Mistral Large 4 goes open weight, and it's a 1T-parameter MoE
Mistral released the weights with 52B active per token, plus an NVFP4 quantized variant on Hugging Face. The license is a modified MIT that requires a commercial license if you serve it as a business, so it isn't OSI-approved open source.
Mistral released the weights with 52B active per token, plus an NVFP4 quantized variant on Hugging Face. The license is a modified MIT that requires a commercial license if you serve it as a business, so it isn't OSI-approved open source.
Mistral
Mistral Large 4 (Le Chonk) is now open weight | Mistral
The weights of Mistral Large 4 (Le Chonk) are now open. A 1T parameter multimodal model, and best open-weight model for coding, trained in Europe.
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π°π· FuriosaAI quadruples its valuation to $2.9B on a $620M raise
The South Korean chip startup is one of the few non-US names taking money to go after Nvidia directly. Investors are betting its inference chips can win real data center slots, which no startup has done at scale yet.
$2.9B is still about 0.06% of Nvidia's market cap.
The South Korean chip startup is one of the few non-US names taking money to go after Nvidia directly. Investors are betting its inference chips can win real data center slots, which no startup has done at scale yet.
$2.9B is still about 0.06% of Nvidia's market cap.
Bloomberg.com
FuriosaAI Quadruples Valuation to $2.9 Billion in Nvidia Chase
South Korean AI chip startup FuriosaAI quadrupled its valuation to $2.9 billion in a fresh funding round, bolstering its bid to challenge the likes of Nvidia Corp.
π¨ A defense contractor plugged his personal AI agent into a secure Pentagon system
Wired reports that the agent ran with the contractor's own credentials. It reached a system that was never meant to touch a personal tool.
That's shadow AI inside a government network. Nobody sandboxed the agent, and nobody scoped its permissions.
Wired reports that the agent ran with the contractor's own credentials. It reached a system that was never meant to touch a personal tool.
That's shadow AI inside a government network. Nobody sandboxed the agent, and nobody scoped its permissions.
WIRED
A Defense Contractor Gave Their Personal AI Agent Access to a Secure Pentagon System
Sources tell WIRED that an Accenture employeeβs personal Claude agent ran on a DOD network for two months before it was identified and the vulnerability could be patched.
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π¨π¦ Canada is putting up to C$1.6B into Cohere
Ottawa is backing the Toronto-based lab, CBC reports. Cohere is one of the few non-US labs training its own models, and now it has a government behind it.
It's an "up to" figure, so the final amount depends on the deal terms.
Ottawa is backing the Toronto-based lab, CBC reports. Cohere is one of the few non-US labs training its own models, and now it has a government behind it.
It's an "up to" figure, so the final amount depends on the deal terms.
CBC
Canada to invest up to $1.6B in Toronto-based AI company Cohere | CBC News
Prime Minister Mark Carney says his government will invest up to $1.6 billion in Canadian AI company Cohere.
πͺ¦ Google is killing Jules, its async coding agent, on December 31, 2026
Sessions go read-only after November 11. Google says the lessons are feeding "Google Antigravity", its agent-first platform.
Jules launched as an experiment in handing your backlog to an agent. Now it's one more coding tool folded into a bigger one.
Sessions go read-only after November 11. Google says the lessons are feeding "Google Antigravity", its agent-first platform.
Jules launched as an experiment in handing your backlog to an agent. Now it's one more coding tool folded into a bigger one.
π¨ Open-weight models can now turn a patch into an exploit before users update
Epoch AI shows that open-weight models like GLM 5.3 can exploit the patch gap. That's the window between a fix landing publicly and users getting the release.
Mozilla says it's working on a response. It won't ship renderer fixes and sandbox-escape fixes in the same gap.
Epoch AI shows that open-weight models like GLM 5.3 can exploit the patch gap. That's the window between a fix landing publicly and users getting the release.
Mozilla says it's working on a response. It won't ship renderer fixes and sandbox-escape fixes in the same gap.
Epoch AI
Open-weight AI models can exploit the patch gap
GLM 5.3 turned published-but-unshipped Firefox security fixes into working one-click exploits for six releases, at roughly $1,000 each.
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π¨ A trojanized Claude Code extension is planting an SSH backdoor on developer machines
OpenSourceMalware details a fake extension that gives attackers persistent SSH access to whoever installs it. If you've added any Claude Code extensions lately, audit them and check your authorized_keys for keys you don't recognize, because uninstalling the extension alone won't close a persistent backdoor.
OpenSourceMalware details a fake extension that gives attackers persistent SSH access to whoever installs it. If you've added any Claude Code extensions lately, audit them and check your authorized_keys for keys you don't recognize, because uninstalling the extension alone won't close a persistent backdoor.
Opensourcemalware
OpenSourceMalware.com - Community Threat Intelligence
Community-driven threat intelligence. Human-verified supply chain threats from every major open source ecosystem.