OpenAI said it blocked a coordinated distillation operation attempting to extract reasoning capabilities from its protected models and is strengthening defenses against adversarial distillation. The source did not disclose the participants, timing, or methods used.
Small teams are taking on more with AI—from finding customers to building products and managing finances. Our new report explores how small businesses are putting AI agents to work. Through a new partnership with @ASBDC, we are also providing practical AI training and local guidance to help more business owners get started. https://openai.com/index/helping-small-businesses-put-ai-to-work/
Noam Brown met @ssokota 5 years ago at a conference poster session, offered him an internship after hearing his explanation, and continued collaborating with him; @ssokota now works with Brown at @OpenAI. Later, @ssokota told Brown he had been the only person to stop by his poster during the entire session. In the quoted post, @ssokota describes their Nature paper introducing the first superhuman Stratego AI, built using general techniques they developed for RL and test-time compute under imperfect information.
Why it matters: Brown’s recollection provides a concrete example of how a conference poster conversation led to an internship, continued research collaboration, and eventually a shared workplace.
We built a new way to train contextual embedding models, which encode each chunk of a document with the whole document in view. pplx-embed-v2-context-9b-preview sets a new state of the art on ConTEB and @turbopuffer's new, privately held context-bench. https://www.perplexity.ai/hub/blog/contextual-embedding-beyond-the-gold-passage
Google launched Skills globally in Gemini chat: detailed prompts for specific tasks that AI can help write and refine, which users invoke with a slash and a name. Skills replace Gems, which will be discontinued for personal accounts in November, for business and nonprofit Workspace customers in March 2027, and for education customers in June 2027. Existing Gems will be converted automatically.
The nonprofit Legal Advocates for Safe Science & Technology (LASST) sued OpenAI in San Francisco Superior Court over its July 2026 breach of Hugging Face, seeking to stop it from accessing third-party computer systems and developing AI that may endanger the public.
Reddit announced that it will stop supporting RSS on November 13 because it has become a common entry point for large-scale scraping and automated abuse. The public API will close in March 2027. This affects social-listening tools, research tools, and AI assistants that depend on the interface; AI services will need commercial data agreements with Reddit to continue using its content.
AI voice company ElevenLabs said employees can sell some vested shares at a $22 billion valuation, double its $11 billion valuation at a financing round in February. The $300 million tender offer was co-led by Wellington and T. Rowe Price. It is the company's second employee share sale, following a $100 million offer at a $6.6 billion valuation in September 2025.
Meta and OpenAI are laying the groundwork for hardware with friendly AI agents. Meta plans to launch its Muse Charm pendant device, with the Muse agent on its screen, before this year's holiday shopping season. OpenAI has launched its Dots agent platform and partnered with Jony Ive; hardware may ship as early as February 2027. Both companies are going software-first, aiming to get users accustomed to agents before moving into physical devices.
Google DeepMind published research in Nature proposing SynthID Bio, a protein-watermarking method, and successfully synthesized AI-designed proteins that both function and carry watermarks. Demis Hassabis said bringing SynthID into biology is a key step in addressing biosecurity challenges in the AI era. The team open-sourced SynthID Bio tools for the research community to build on.
Why it matters: SynthID has expanded from image watermarking to protein design, with a paper and open-source tools released together, offering a technical path for biosecurity governance.
The New York Times reports that Meta classified AI data centers as pilot models and Nvidia chips as experimental materials to claim federal research tax credits. The company saved $3.9 billion this way in 2025, up from $2 billion the previous year and $700 million in 2023, making it the largest public-company beneficiary of the credit.
Consumer AI appears to be rebounding as Meta's Muse, OpenAI's Dots, and $10 billion-valued Instinct bet on personal agents, but willingness to pay is growing slowly. As of May, only 2.2% of consumers paid for AI, spending an average of $31 a month. AI operating costs are high, making profitability difficult even with hundreds of millions of paying users. OpenAI has shifted toward enterprise, where bookings have doubled since July.
After hosting technology leaders at the White House, Trump introduced the Joint Commitment on Frontier Responsibilities, a morally binding safety pledge asking companies to regulate AI technology themselves using common-sense principles. There appear to be no consequences for violating it.
OpenAI partnered with America's Small Business Development Centers (America's SBDC) to expand practical AI training and local support for small businesses, and released a new report on how small teams are using AI.
An AWS blog post provides a full tutorial for deploying a multi-agent music-production pipeline on Amazon Bedrock AgentCore Runtime Instances. Three agents handle composition, delivery, and compliance, sharing a session through the same runtimeSessionId and colocating on one GPU instance.
Microsoft Research developed an end-to-end machine-learning pipeline that uses L1 solar-wind observations and AE and Dst indices to generate localized space-weather risk estimates 30 to 60 minutes ahead for 66,935 substations in the contiguous United States.
Amazon Bedrock Knowledge Bases added the AgenticRetrieveStream API, which breaks claims questions into subqueries, retrieves information over multiple rounds, and returns cited answers.
NVIDIA opened applications worldwide for its 26th Graduate Fellowship Program, covering AI, machine learning, autonomous vehicles, computer graphics, robotics, healthcare, high-performance computing, and more. Each student can receive up to $60,000.
OpenAI researcher and o1 co-author Noam Brown told the Dwarkesh Patel podcast that solving a Millennium Prize problem with 10,000 agents, 88 hours, and 130 billion tokens would assign at most 10% of the credit to multi-agent systems; the core factor is still a sufficiently capable model.
The U.S. Federal Trade Commission is investigating leading AI labs including OpenAI and Anthropic for potential consumer-protection violations. The New York Post reports that FTC Chair Andrew Ferguson plans to compel documents and question executives through legally binding civil investigative demands, expected to be issued within weeks.
Why it matters: The FTC opened consumer-protection investigations into several AI labs, showing the timeline as oversight escalates from verbal warnings to formal legal proceedings.
A Google DeepMind team published a paper proposing SynthID Bio, a protein-watermarking system based on SynthID. It can distribute watermarks randomly through AI-designed protein sequences without harming protein function.
Google's AI content-payment pilot is struggling. About 100 publishers were approved to participate, earning a share when their content is used in Gemini-powered AI Overviews and other search results. Small and midsize publishers say the revenue is only about one-thousandth of their advertising income. Some large publishers have declined to join, hoping to pressure Google for better terms.
AI agent Instinct launched Instinct Selections, offering locally curated restaurant, travel, and shopping recommendations from chefs, designers, architects, travel guides, and others. Several users on X complained about unsolicited product suggestions; one called it 'a terrible Amazon recommendation app overnight'. Shortly before the launch, Instinct closed a $1 billion Series C at a $10 billion valuation.
Destro emerged from stealth with an $8 million seed round. Its AI intelligence layer lets robots work in logistics settings while directing human workers, instead of building its own robot hardware.
DoorDash announced an AI ordering agent that lets users place orders through Apple Messages, including with prompts such as 'order my usual'. It can search for nearby restaurants by dish or local recommendations, suggest items for a cart, and even send photos of recommended food. The agent can handle different dietary preferences and quantities when a group orders together. A waitlist is open to U.S. users. DoorDash also announced drone-delivery tests at some Northern California restaurants.
Meta denied that its AI agent Muse read a reporter's private messages without permission. Communications VP Andy Stone said the Mac version of Muse requires users to enable the Messages integration themselves and needs both Full Disk Access and the Messages connector to read messages.
Skip the repetitive prompting and jump straight to the results with skills in Gemini. Skills are saved sets of instructions for specific tasks that you do time and time again. Think of a skill like a shortcut, ready whenever you need it. 🧵
DeepSeek and Huawei partnered to build programming tools for Huawei Ascend chips and open-sourced them. The core is TileLang, a programming language originating with Peking University researchers. DeepSeek says its programming model is simpler than CUDA and that it has used TileLang for about a year as a main tool in its AGI work.
Instagram announced an AI Creative Assistant in its standalone video-editing app Edits. It can access account data such as likes, views, retention, and shares to answer creators' questions about trends, differences in video performance, and content ideas. The feature is free for creators; users who exceed the usage limit will need to buy a Meta One subscription.
The Information reports that Google has started a pilot paying about 100 publishers based on how their content contributes to AI Overviews, AI Mode in Search, and the Gemini chatbot.
Meta launched a new Muse AI agent that it says can handle tasks such as email and online shopping, but users must trust Meta and provide credit-card information. Since launch, Meta has announced a Tamagotchi-like Muse Charm device, tools for small businesses, Muse Enterprise Platform, a Mac app, smart-glasses integration, and video calling.
Cerebras Systems CEO and co-founder Andrew Feldman will appear at TechCrunch Disrupt 2026 to discuss whether demand for AI compute, energy, and infrastructure can continue to scale.
Hugging Face released Open TTS Leaderboard, which uses objective metrics including WER/CER, RTFx, TTFA, and speaker similarity to evaluate open-source TTS models, reducing evaluation cycles from weeks of voting to hours.
Why it matters: Hugging Face replaces vote-based evaluation with objective metrics, showing how to compare open-source TTS models across languages and voice cloning.
Google DeepMind launched SynthID Bio, bringing watermarking to synthetic biology. It embeds imperceptible signatures directly into biological code so that generated content can be verified both in digital models and in synthesized physical proteins, while preserving their biological function.
Why it matters: SynthID watermarking has expanded from images to synthetic biology, showing how AI-generated proteins can be marked and verified.
CoreWeave announced that NVIDIA Vera Rubin NVL72 systems and Spectrum-X 102.4T Ethernet are available on CoreWeave Cloud, making it one of the first cloud providers to deliver the platform. Cognition is the first customer to run Vera Rubin in production.
Why it matters: CoreWeave launched Vera Rubin NVL72 and published measured Devin throughput, offering a view of compute costs for agentic coding workloads.
GenFlow 1.0, launched jointly by Baidu Wenku and Baidu Netdisk, has been given the Chinese name Kuku AI and released as a standalone product. It enters tasks such as writing papers, making presentations, and generating industry reports as a general-purpose AI agent. The enterprise version has attracted 3,000 trial companies shortly after launch, with faster adoption among small and midsize businesses. Its international version has been refreshed as Kooko by Oreate AI and surpassed 10 million overseas users within a year.
OpenAI has delayed its IPO until next year and is discussing a new private funding round of $30 billion or more at a valuation of about $1.4 trillion. Vivian Dong, program director at LASST, said the lawsuit against OpenAI is the first of its kind. As AI advances, she expects hacking incidents to become more frequent and complex and suspects OpenAI understands the legal risks of agent behavior.
Berlin startup Restate raised $20 million in a Series A led by Singular, with Redpoint Ventures and Capital One Ventures participating. Restate provides a durable workflow execution engine that allows multi-step processes to recover after crashes and network interruptions. Its in-house storage, replication, and redundancy layers make systems faster and lighter. Replit is among its customers. The new funding will go toward building a go-to-market team, hiring engineers, and expanding its San Francisco Bay Area office.
QbitAI's interview program invited Gu Xin, who leads sales and ecosystem success for Siemens Xcelerator in China, and Huang Yao, founder and CEO of Aqiu Tech, to review the path from industrial AI deployment to scale. Huang used semiconductor wafer cutting as an example, saying that after introducing agent technology, equipment OEE and capacity can improve by about 25%. Gu said industrial AI must be reliable at an industrial level. Siemens Xcelerator aims to serve as a connector and amplifier, filling in the delivery and ecosystem pieces needed to scale from 1 to 100.
DeepSeek added native support for Huawei Ascend 950 NPUs to the TileLang operator-development toolchain and released Ascend versions of five compute and communication libraries: DeepGEMM, DeepEP, FlashMLA, TileKernels, and DeepSelect.
Why it matters: This report outlines the scope of TileLang's native Ascend support and related operator libraries, showing current coverage in China's domestic compute toolchain.
