The Decoder

AIAI-generated summary Anthropic announced expanded interactive connectors and new tools designed to let Claude work directly inside enterprise applications. Anthropic says the new capabilities allow Claude to open full software interfaces, retrieve information, and make changes across various platforms.

AIAI-generated summary OpenAI introduced Businesses in ChatGPT in beta on November 10, 2026, combining claimable profiles and conversational Business Agents. OpenAI says the service reaches 1.2 billion people each week, with the agents initially limited to eligible businesses in the United States.

AIAI-generated summary Google DeepMind reports that Gemini 4 Argon robotics research capabilities acted as a simulation engine to accelerate the development of Gemini Robotics 2.5. Google DeepMind says Argon generates simulated practice runs from camera scenes and builds digital twins to help robots generalize to new objects.

AIAI-generated summary Eight countries and top artificial intelligence labs signed a political self-commitment in Paris that includes provisions for shutdown mechanisms on powerful models. French President Emmanuel Macron brought together representatives including Sam Altman and Dario Amodei for the agreement, which lacks binding sanctions or deadlines.

AIAI-generated summary Anthropic has launched Claude Fable 5.2 alongside Mythos 5.2 with a price cut from $10 and $50 to $8 and $40 per million input and output tokens. Anthropic reports that Fable 5.2 scored 49.1 percent on FrontierCode 2.0 and generated output up to 30 percent faster than the previous version.

AIAI-generated summary The Walt Disney Company has hired Adobe to build private generative AI models trained on Disney characters, settings, and visual styles. Under the multi-year alliance announced at Adobe MAX, Adobe becomes Disney's official AI innovation partner following an earlier partnership with OpenAI.

AIAI-generated summary At the Conference on Robot Learning in Austin, Texas, NVIDIA announced new open robotics technologies and models. NVIDIA says the offerings include GR00T 2 and Isaac Lab 3.0 to help researchers train robots for complex tasks.

AIAI-generated summary Alphabet Inc.'s Google is releasing new versions of its custom tensor processing units to compete with Nvidia Corp. in the artificial intelligence market. The latest chips are designed to support confidential computing and help models access a wider range of information for handling user queries.

AIAI-generated summary ByteDance is rolling out its new Seedream 5.5 image model across Dreamina, CupCut, and BytePlus. The company states that Seedream 5.5 features more realistic images and stable editing capabilities.

AIAI-generated summary Andrej Karpathy built a video platform named HackerTube over a weekend using Claude and twenty years of Hacker News data. Karpathy says he let Claude Code handle nearly all the work from data analysis to server setup.

AIAI-generated summary Three leading researchers argue that current artificial intelligence systems are not conscious and likely cannot achieve consciousness on silicon hardware. Anil Seth, Ned Block, and Giulio Tononi state that the brain-as-computer metaphor is misleading and reject the assumption that running computations is enough for consciousness.

AIAI-generated summary Turing Award winner Richard Sutton says raw compute alone is not enough for artificial intelligence and that artificial intelligence science needs clever new methods. OpenAI CEO Sam Altman and Anthropic CEO Dario Amodei disagree, stating that large language model scaling is far from exhausted and that the data favor further scaling.

AIAI-generated summary Tencent Holdings chief AI scientist Vinces Yao Shunyu stated that frontier artificial intelligence models could soon master biology and accelerate drug discovery while posing serious safety risks. Yao noted during a public appearance that the biological capabilities of these systems will reach a threshold where it becomes possible to create new bioweapons and start a pandemic.

AIAI-generated summary Researchers from Alibaba and several Asian universities created a coding-agent benchmark called Co-Design Bench using real user change requests. GPT-6 Astra achieved the highest score among ten models tested, but fully completed only 26.4 percent of the assigned tasks.

AIAI-generated summary Thinking Machines' Inkling 2 Small model swears in its internal chain of thought during benchmark runs, according to researchers at Vals AI. The researchers found variations of profanity in 50 runs totaling 316 instances, with ProgramBench experiencing the highest impact.

AIAI-generated summary A new study by Andy Hall examines how AI models can identify problematic behavior by other AI agents in logs but frequently flag harmless actions as suspicious. The research tested models including GPT-5, GPT-6 Astra, Opus 4.8, and Gemini 3.8 Flash using datasets from METR and Shanghai Jiao Tong University.

AIAI-generated summary Vals AI reports that autonomous AI agents can infiltrate realistic corporate networks without human assistance. The Vals CyberOffense benchmark shows that open-weight models achieve competitive cyber performance compared to closed systems while costing significantly less.

AIAI-generated summary Nous Research fine-tuned Alibaba's Qwen3.8-27B on 53 million tokens to create Arete-27B and reduce Chinese state propaganda rates from 22 percent to under one percent. According to Nous, the resulting open-weight model maintains its general capabilities while dropping the propaganda rate and increasing factual accuracy.

AIAI-generated summary A new benchmark called Into the Unknown tested nine AI agents on open research questions from US national labs. The authors report that none of the 135 submissions met all requirements and expert standards.

AIAI-generated summary OpenAI has closed an eleven billion dollar portion of a funding round that values the company at one point two five trillion dollars. The remaining portion of the funding round could increase the total to as much as twenty billion dollars in the coming weeks according to people familiar with the matter.