AI Daily brief · 2026-11-11 · WednesdayAI Daily
NEXGATEHUB AI NEWS
Anthropic Kicks Off IPO Roadshow, Targeting Valuation Above $1 Trillion
Anthropic has kicked off its IPO roadshow, planning to issue 825 million Class A ordinary shares priced at $70 to $78 per share, targeting a valuation of up to $1.02 trillion, and will list on Nasdaq under the ticker "ANT". On the model side, Google DeepMind released the Gemini 4 Carbon frontier model and the Gemini Robotics 2.5 embodied intelligence model the same day, with multiple new developments also in agent safety governance.
Model Releases/Updates
Google DeepMindFirst-partyGemini 4 Carbon is now available
Google DeepMind has fully launched Gemini 4 Carbon, aimed at demanding tasks such as cybersecurity, long-horizon agent workflows, complex multi-step coding, and scientific reasoning. API pricing matches Gemini 4 Argon ($2 per million input tokens, $10 per million output tokens).
Product Launches/Updates
NVIDIA Expands Open Source Commitment With OpenShell Donation and New AI Infrastructure
At KubeCon, NVIDIA announced it is donating the open source runtime OpenShell to the CNCF as a Sandbox project, used to apply deterministic controls to autonomous agents and govern their tool use and inference access; in under a year it has already been adopted by hundreds of organizations.
Google DeepMindFirst-partyGemini Robotics 2.5 accelerates real-world general dexterity
Google DeepMind has released its strongest vision-language-action (VLA) model yet, Gemini Robotics 2.5. Evaluation across more than 200 tasks shows success rates improved by 30% to 100% over previous baselines, with task completion speed up 20% to 30%.
Decision Models in Hugging Face
Hugging Face has added support for decision models across Transformers, the Hub, and llama.cpp, letting models output probability distributions over predefined answers directly instead of generating text.
AI Stocks & Company Earnings
The DecoderAnthropic kicks off IPO roadshow, offering shares at $70 to $78 and targeting a trillion-dollar valuation
Anthropic has kicked off its IPO roadshow, offering 825 million Class A common shares priced at $70 to $78 per share, targeting a valuation of up to $1.02 trillion, and will trade on the Nasdaq under the ticker "ANT".
Industry News
The Verge · AIWhat could China get from Jensen Huang?
The Verge reviews reactions following the exposure of an extramarital affair between Nvidia CEO Jensen Huang and a Megaspeed executive identified by the US as an intelligence operative for China.
Research Papers
Google DeepMindFirst-partyIntroducing AlphaProof Code: a breakthrough in verifying complex software at depth
Google DeepMind launched AlphaProof Code, a multi-LLM agent formal verification framework that, for the first time, mathematically proves key security properties of the actual Signal protocol code at the implementation level.
Lazare, veni foras: Reprogramming Dormant Neurons to Backdoor AI Agents
Microsoft Research discovered a backdoor technique called Lazarus that, without training, reprograms fewer than 10 dormant neurons in an LLM, causing AI agents built on it to execute attacker commands when hidden trigger conditions appear.