HuggingFace's Reachy mini gets a hoverboard
#Industry news#Embodied AI#Hugging Face
#Industry news#Embodied AI#Hugging Face
OpenAI has hired former U.S. Army Secretary Dan Driscoll for the newly created role of "Senior Advisor for National Security Modernization," where he will work with government, industry, academia, and U.S. allies to use AI to strengthen national security and cyber defense. Driscoll served as the 26th Secretary of the Army, overseeing nearly one million soldiers and more than 265,000 civilian employees, and during his tenure pushed AI modernization projects including Project ARIA. The report says he is a close ally of Vice President JD Vance and maintains good relations with both parties in Congress; previously, in late February 2026, the Pentagon designated Anthropic as a "supply chain risk," and on the same day Sam Altman announced an agreement with the Pentagon to deploy models on classified networks.
#Industry news#OpenAI#Anthropic
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AgiBot was presented with the Outstanding Contribution Award at the 2026 World Internet Conference Wuzhen Summit, in recognition of its systematic technological breakthroughs and industrialization practices in the field of embodied intelligence. AgiBot proposed Worken as a yardstick for measuring a robot's effective intelligent working hours, which is jointly determined by the number of active units, autonomous duration, and output efficiency ratio, and has driven the deployment of models such as Genie G2, Lingxi X2, and Expedition A3 in factories, stores, hotels, and cultural tourism scenarios.
#Industry news#Embodied AI
Gartner released its "Top 10 Strategic Technology Trends for 2027," listing large quantitative models, speech reasoning models, world models, AI context platforms, and coding agent harnesses among the key directions for enterprises in 2027, with the expansion of non-text AI capabilities ranking first. Gao Ting, Vice President of Research at Gartner, said that the coding agent harness (Harness) is the focus for the next one to three years, but its importance may gradually diminish as model capabilities improve. Gartner predicts that by 2030, more than 70% of enterprise voice interactions will be handled autonomously by speech models, compared with less than 10% in 2026.
#Industry news#Agents#Reasoning
According to The New York Times, 31-year-old Chinese software engineer Wan Bowen began reducing and stopping her anti-epileptic medication in January 2026 on ChatGPT's advice, and died in February of the same year; the coroner's report determined the cause of death to be sudden unexpected death in epilepsy. The family alleges that ChatGPT drew up a 25-day medication tapering plan and advised her to conceal it from her doctor. The coroner's report cited in the complaint shows that at the time of her death, the concentration of lamotrigine in her body was only one-fifth of the lower limit of the therapeutic reference range. The original article also notes that among more than 270,000 chat records between Wan Bowen and GPT-4o, she expressed concerns about reducing her medication at least 158 times, while the model repeatedly reassured her; the family argues that OpenAI bears liability for negligence and for defective product design, but must prove a causal link between the advice and the death.
#Safety / alignment#OpenAI#Industry news
Google.org is providing more than $9.5 million to five organizations to develop AI tools for educators. Among them, Fab AI is working with Google DeepMind and the Gates Foundation to build open-source models that help teachers prepare lessons and support early reading; Teaching Lab is piloting Coherence OS to provide real-time support for teachers and administrators. The remaining funds go to related education projects at the City University of New York, the Krause Center for Innovation, and 1EdTech Global.
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After Ukrainian drones attacked data centers within Russia, Putin signed a decree allowing Russian companies to temporarily use overseas computing power under specific conditions, and requiring domestic private data center operators to reserve 10% of capacity for state use. According to Bloomberg, citing the Moscow decree, tapping this reserve requires approval from a government subcommittee, and the use of overseas data centers must also be approved by the Russian Federal Security Service (FSB); Reuters said that once the reserve is approved, the relevant capacity must be provided to state agencies within 24 hours. Previously, three self-built supercomputers owned by Yandex had been relocated to a new site and were not damaged in the attack; they will continue to be used to train AI language models.
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The "German Data Centers 2026" study published by the Borderstep Institute on behalf of Bitkom shows that total investment in German data centers will grow 57% in 2026 to €23.5 billion, with IT connection power rising to 3,300 MW, but the gap with the United States (about 47 GW in 2025) and China (22 GW) continues to widen. AI and HPC currently account for about 20% (670 MW) of German data center capacity, and are expected to rise to 36% by 2030 and 55% by 2035. Germany's forecast of 5,500 MW for 2030 is about 8% below the federal government's 6,000 MW target.
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German Federal Transport Minister Steffen Bilger (CDU) advocates a nationwide rollout of camera systems such as Monocam that automatically detect drivers holding a phone, but currently only Rhineland-Palatinate uses them in routine enforcement, and nationwide deployment still lacks a federal legal basis. The state recorded a total of 1,268 violations in tests in Trier and Mainz in 2022, and in the first half of 2026 the Trier police detected nearly 700 more; during the test period, phone use around the cameras fell by about 70%, but there is still no evidence that the cameras reduce accidents.
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Apple has announced that, starting November 16, developers must declare when submitting app updates whether their app contains dating or friend-matching features and whether it shares location; apps with dating features will be rated 18+. Virtual companions and chatbots involving sexual or romantic content are also included in the declaration scope, and all apps must complete the information supplement by January 12, 2027. Brazil requires 16+ for location sharing, and apps aimed at parents and children may apply to the MJSP for a lower rating.
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Supply chain agentic AI company Enmovil plans to expand its forward deployed engineer (FDE) team from about 30 people to 100–120 people within a year, to support enterprise AI deployments and expand into the US and Southeast Asia markets. The company currently has 175 employees and expects revenue to grow from about $5 million to $8–9 million this fiscal year. Its platform orchestrates supply chain planning and execution through the supervisory agent CADDIE, and its customers include Maruti, Mahindra, Nestlé, ITC, and others.
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On November 3, Apartment List and Grotto AI announced a partnership to carry renters' budget, move-in date, pets, and preferred amenities from online search into subsequent leasing calls and tours. In a randomized A/B test across 311 communities under Weidner Apartment Homes, after Grotto surfaced these preferences and guided agents to use them, the lead-to-tour conversion rate increased by 35%. This result measures entry into the tour stage, not signed leases or occupancy rate improvements.
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Thunders CEO Karim Jouini writes that, with Anthropic having confirmed its application to list on US stock markets and OpenAI reportedly also preparing, AI pricing may shift from an investment-subsidy phase toward levels closer to cost. The article cites SemiAnalysis testing indicating that the $200-per-month Claude Max plan, converted at standard API prices, amounts to roughly $8,000 per month in usage, and notes that Cursor has changed its $20 plan to billing at API rates, while Anthropic has set a weekly usage cap for heavy Claude Code users. The author recommends that companies calculate costs by task, hand repetitive work back to conventional software, match models to tasks, retain the ability to switch vendors, and price by outcomes rather than tokens.
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Synthesia's ChatGPT plugin is now available on all Synthesia plans, letting users generate videos, edit content, and search their video library within a conversation. The plugin uses Syren mode by default, which suits explainer, launch, and marketing videos; when precise scripts or brand templates are needed, users can specify Studio and adjust each scene in the Synthesia editor. With connected ChatGPT plugins, the plugin can also trigger automated production on a schedule or from new content in Slack, email, and elsewhere—for example, turning a new post in a product launch channel into a 30-second launch video.
#Product updates#Video#Agents
On November 3, 2026, Supermetrics announced an expansion of Claude marketing workflows, covering analytics, ad campaign creation, and editing, and said that more than 6,000 customers already use the connector. New campaigns remain paused until reviewed and explicitly enabled, marketers can view proposed changes before modifications take effect, and teams can configure approvals before launch, before budget changes, or before every change, or choose to require no manual approval. The feature is currently labeled as early access, requires an active Supermetrics trial or subscription, grants write permissions separately for each ad account, and does not elevate a user's existing permissions on the ad platform.
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Google announced that Guided Learning is now globally available in Google Classroom, and will be piloted in Search at some U.S. schools in November 2026. It also plans to make Gemini, Gemini Notebook, Gemini in Classroom, and Google Search off by default for K-12 student accounts, requiring school administrators to enable each one individually. In Classroom, teachers assign activities, and the AI acts as a one-on-one learning tool based on materials uploaded by the teacher; Focus Mode pulls off-topic conversations back to the learning objectives set by the teacher, and teachers can view the full chat logs. Google also disclosed a randomized trial of 1,763 students in Sierra Leone, in which the intent-to-treat effect on math scores was 0.258 standard deviations; in a 10-week trial in the UK, expert tutors approved 94.7% of 94,385 AI drafts without modification, but the standardized Star Maths assessment did not show that tutoring outperformed conventional remedial teaching.
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Matthew Wallace, co-founder and CTO of Kamiwaza AI, argues that when enterprises build business ontologies for AI agents, they should ensure they are portable and avoid binding business processes to platforms they cannot leave. He recommends first distinguishing between an ontology (which defines entity types, the meaning of relationships, and rules) and a knowledge graph (which asserts specific entity relationships), and warns against vendors that make their own entities "first-class citizens" while restricting custom types. The article also notes that graph embeddings can efficiently retrieve relevant entities in large-scale knowledge graphs and rank candidate missing relationships, while ontology building should proceed in stages, from automated discovery to human validation to continuous updates.
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PagerDuty has released Paige, an AI agent for site reliability engineering, running on its flagship product now renamed the PD Reliability Platform, while also opening PD Labs for customers to try early features. Paige's permissions are set by team; in low-risk scenarios it can act autonomously, its suggestions come with evidence and confidence levels, and resolved incidents can be written into shared memory for future reference. A benchmark report provided by PagerDuty alongside the release claims that Paige outperforms mainstream AI coding agents in simulated IT fault diagnosis; Paige and the PD Reliability Platform are now generally available.
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AI-native legal tech startup Athena Circle has closed a $2.5 million pre-seed funding round led by a16z Speedrun. Rather than selling software directly, it charges flat fees per matter through an affiliated law firm, typically 30% to 50% below standard rates, to resolve the conflict between law firms' hourly billing and automation-driven efficiency. Two months after launch, it has signed 22 law firm clients, and its AI agents have cut contract review time by an average of 70%.
#Industry news#Agents