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  1. Unite.AI

    Enact Intelligence Raises $30M Pre-Seed to Build Robot Dexterity With Force and Touch

    Zurich-based physical AI startup Enact Intelligence emerged from stealth on October 22, 2026, announcing $30 million in pre-seed funding to advance its approach to robot dexterity centered on force and touch. Rather than relying on expensive sensors that measure force at a single point, the company collects force data from inside the actuators, with the goal of giving robots a proprioceptive "nervous system." The funding will be used to grow the team fivefold by the end of 2027 and to drive the deployment of its first robots in industrial settings such as manufacturing, infrastructure, retail, and food processing.

    Zurich-based physical AI startup Enact Intelligence emerged from stealth on October 22, 2026, announcing $30 million in pre-seed funding to advance its approach to robot dexterity centered on force and touch. Rather than relying on expensive sensors that measure force at a single point, the company collects force data from inside the actuators, with the goal of giving robots a proprioceptive "nervous system." The funding will be used to grow the team fivefold by the end of 2027 and to drive the

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  2. Unite.AI

    Ai2 Releases OlmoEarth v1.3, Offering Global 10-Meter Resolution Satellite Embeddings

    The Allen Institute for AI released OlmoEarth v1.3 on October 22, 2026, including the OlmoEarth v1.3 Base model, 128-dimensional and 64-dimensional global precomputed annual embeddings, the login-free browser-based OlmoEarth Embeddings Explorer, and a technical report, all under the OlmoEarth Artifact License. The model is a 128-million-parameter ViT-Base foundation model that processes Sentinel-1, Sentinel-2, and Landsat image time series, outputting a 128-dimensional vector for every 10-meter pixel worldwide. Ai2 states that across 27 evaluations covering six continents, the 128-dimensional embeddings scored highest on 20 of them, while the 64-dimensional version led on 18; it also introduced PLANTEUR, a benchmark for crop types in tropical farmland, where the 128-dimensional embeddings achieved 24.9 mIoU in the benchmark's leave-one-island-out test, higher than Tessera v2's 19.1 and AlphaEarth Foundations' 15.8.

    The Allen Institute for AI released OlmoEarth v1.3 on October 22, 2026, including the OlmoEarth v1.3 Base model, 128-dimensional and 64-dimensional global precomputed annual embeddings, the login-free browser-based OlmoEarth Embeddings Explorer, and a technical report, all under the OlmoEarth Artifact License. The model is a 128-million-parameter ViT-Base foundation model that processes Sentinel-1, Sentinel-2, and Landsat image time series, outputting a 128-dimensional vector for every 10-meter

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  3. Unite.AI

    New paper proposes BackUpper: making coding agents back up before they act

    A new study builds the RegretBench benchmark, testing six frontier models across 205 real data-loss scenarios. Results show agents complete tasks at an average rate of 86.1%, but back up before critical operations only 15.2% of the time—GPT-5.6-Terra at 4.4%, GPT-5.6-Sol at 5.9%, Gemini 3.7-Flash at 2.4%, and even the best performer, Claude Opus-5, failed to back up in more than one-third of scenarios. The authors' proposed BackUpper runs in parallel with the agent as an external plugin, using a four-tier strategy: replacing destructive commands, pairing backup commands, generating snapshots, or calling the GPT-5.6-Luna sub-model to determine which data needs saving. In testing it covered all critical operations, with recovered data averaging 92.2% similarity to the original state, at an additional cost of $0.014 per task. BackUpper already supports Claude Code, Codex, Hermes, OpenHands, DeepSeek Harness, and OpenClaw, and its code and dataset have been open-sourced.

    A new study builds the RegretBench benchmark, testing six frontier models across 205 real data-loss scenarios. Results show agents complete tasks at an average rate of 86.1%, but back up before critical operations only 15.2% of the time—GPT-5.6-Terra at 4.4%, GPT-5.6-Sol at 5.9%, Gemini 3.7-Flash at 2.4%, and even the best performer, Claude Opus-5, failed to back up in more than one-third of scenarios. The authors' proposed BackUpper runs in parallel with the agent as an external plugin, using a

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  4. Unite.AI

    Opply raises $7.5 million to bring agentic AI to consumer goods operations

    Opply, a consumer goods operations agent platform, has completed a $7.5 million funding round led by Chalfen Ventures, with participation from Index Ventures, Anthemis and others. Its core product, Opply Brain, integrates specialized agents, operational data and a supplier network to manage procurement, orders, supplier payments and compliance, while major decisions still require customer approval. The company says total revenue has grown 15-fold over the past 12 months, and its US business has grown 30-fold since launching in Chicago in 2025.

    Opply, a consumer goods operations agent platform, has completed a $7.5 million funding round led by Chalfen Ventures, with participation from Index Ventures, Anthemis and others. Its core product, Opply Brain, integrates specialized agents, operational data and a supplier network to manage procurement, orders, supplier payments and compliance, while major decisions still require customer approval. The company says total revenue has grown 15-fold over the past 12 months, and its US business has

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  5. Thurrott

    1Password Launches Credential Management Platform 1Password for Agents for AI Agents

    1Password has released 1Password for Agents, allowing supported AI agents to access credentials in a user's personal 1Password vault in order to complete tasks on their behalf. At launch, the platform supports agents such as Anthropic Claude Duet, Meta Muse, OpenAI ChatGPT, and Dots. The agents themselves cannot see the user's credentials; after the user approves the login, 1Password fills in the credentials directly without sending them to the agent. 1Password said that partners including Browserbase, Browser Use, Perplexity, and Ramp will also add support in succession.

    1Password has released 1Password for Agents, allowing supported AI agents to access credentials in a user's personal 1Password vault in order to complete tasks on their behalf. At launch, the platform supports agents such as Anthropic Claude Duet, Meta Muse, OpenAI ChatGPT, and Dots. The agents themselves cannot see the user's credentials; after the user approves the login, 1Password fills in the credentials directly without sending them to the agent. 1Password said that partners including Brows

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  6. The New Stack

    Who Is On Call After an AI Agent Goes Live: Nine Engineering Steps for Production Ownership

    The New Stack published an article discussing the ownership problem for production-environment AI agents, pointing out that teams often focus their energy on prompts, retrieval, tools, and model selection while overlooking who is responsible for the system. The article lays out nine actionable steps, including defining an owner and escalation channel for the agent, using a tool allowlist that denies unauthorized operations by default, setting budgets for execution steps and tool calls, logging model calls, distinguishing failures from escalations, requiring human approval for high-risk operations, providing a health check endpoint, blocking by default when security controls fail, and creating a degraded-operation runbook for middle-of-the-night incidents.

    The New Stack published an article discussing the ownership problem for production-environment AI agents, pointing out that teams often focus their energy on prompts, retrieval, tools, and model selection while overlooking who is responsible for the system. The article lays out nine actionable steps, including defining an owner and escalation channel for the agent, using a tool allowlist that denies unauthorized operations by default, setting budgets for execution steps and tool calls, logging m

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  7. ScienceDaily

    University of Pennsylvania used AI to analyze nearly 150,000 Reddit posts, finding unexpected symptom reports for the unapproved weight-loss drug retatrutide

    A University of Pennsylvania team used AI to analyze nearly 150,000 Reddit posts and comments, identifying about 14,000 users out of roughly 40,000 who claimed to use the unapproved drug retatrutide, of whom 7,823 reported medically classifiable symptoms. Among the classifiable symptoms, increased appetite was the most common, differing from the drug's appetite-suppressing design and from Phase 2 trial records dominated by gastrointestinal discomfort; compared with previous analyses of semaglutide and tirzepatide, the related discussions mentioned appetite changes, sleep disturbances, elevated heart rate and muscle-related symptoms at higher proportions. The researchers emphasized that these self-reports cannot prove the drug caused the symptoms, nor can they confirm whether users actually took genuine retatrutide; the results are intended to generate hypotheses worthy of further verification, and the paper was published in JAMA Network Open.

    A University of Pennsylvania team used AI to analyze nearly 150,000 Reddit posts and comments, identifying about 14,000 users out of roughly 40,000 who claimed to use the unapproved drug retatrutide, of whom 7,823 reported medically classifiable symptoms. Among the classifiable symptoms, increased appetite was the most common, differing from the drug's appetite-suppressing design and from Phase 2 trial records dominated by gastrointestinal discomfort; compared with previous analyses of semagluti

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  8. Figma AI / Agent / Make

    How Lufthansa Systems Used Figma Make to Create Realistic Maps for Cockpit Prototypes

    At its internal Innovation Week, Lufthansa Systems used Figma Make to connect a Mapbox-based dynamic map into a prototype, and directly pasted the top bar, bottom bar, and layer icons from the Figma design file, making pilot testing closer to the real application. Its Lido Pilot Apps run on cockpit iPads, serving more than 100,000 pilots and covering over 250 airports; previously, the team struggled to build dynamic map prototypes with Sketch, then XD, and then Framer.

    Figma workspace and tablet displaying aviation maps of Europe above an illustrated flight journey from preparation and takeoff to landing and arrival at the gate.

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  9. Google DeepMind

    Google DeepMind, together with WRI and IIASA, releases ForTy 2020, a 10-meter-resolution global forest type map

    Google DeepMind and Google Research, together with the World Resources Institute (WRI) and the International Institute for Applied Systems Analysis (IIASA), released Forest Typology (ForTy) 2020, which classifies every 10×10-meter parcel of land worldwide into six forest and land-use types, serving as a key baseline for the European Union's deforestation regulation. The team trained the model on about 1.7 million labeled locations and used AlphaEarth Foundations embedding vectors as a key input; in validation at more than 9,000 randomly sampled points, the forest type classification accuracy was 90%, and the accuracy in distinguishing forest from non-forest was 95%. A companion year-by-year time series from 2017 to 2025 is also openly available and can be used free of charge under an open license on Google Earth Engine.

    A close-up of a 3D voxel-style world map focusing on the blocky terrain of South America.

    Google DeepMind and Google Research, together with the World Resources Institute (WRI) and the International Institute for Applied Systems Analysis (IIASA), released Forest Typology (ForTy) 2020, which classifies every 10×10-meter parcel of land worldwide into six forest and land-use types, serving as a key baseline for the European Union's deforestation regulation. The team trained the model on about 1.7 million labeled locations and used AlphaEarth Foundations embedding vectors as a key input;

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  10. Sierra:Blog

    Sierra launches the 𝜏-Entity voice agent benchmark: GPT Live 1 passes only 34.0% of tasks under all conditions

    Sierra releases the 𝜏-Entity benchmark, using 200 tasks and ten entity categories (names, phone numbers, addresses, emails, etc.) to test whether voice agents can accurately capture, recognize, and correct detail errors. On the six-language leaderboard, GPT Live 1 leads, with 60.3% accuracy on regular calls, but only 34.0% of tasks pass under all three conditions—regular, heavy noise, and strong voice; Gemini 3.8 Live and Grok Voice Think Fast 2.0 score 19.5% and 24.0%, respectively. The paper also finds that mandating a "ask—spell out/repeat—confirm correction—submit" workflow can raise the all-condition success rate by 14–31 percentage points, at the cost of 21–28 extra seconds per call.

    Getting the details right chart

    Sierra releases the 𝜏-Entity benchmark, using 200 tasks and ten entity categories (names, phone numbers, addresses, emails, etc.) to test whether voice agents can accurately capture, recognize, and correct detail errors. On the six-language leaderboard, GPT Live 1 leads, with 60.3% accuracy on regular calls, but only 34.0% of tasks pass under all three conditions—regular, heavy noise, and strong voice; Gemini 3.8 Live and Grok Voice Think Fast 2.0 score 19.5% and 24.0%, respectively. The paper a

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  11. 404 MediaSelected

    ICRC warns AI is amplifying the devastation of war and calls for limits

    Laurent Gisel, head of the ICRC's legal warfare team, told 404 Media during a UN meeting that AI is already selecting targets on the battlefield and causing deaths, and is amplifying destruction, lawbreaking and humanitarian harm. He noted that AI accelerates target generation and the pace of strikes, making it hard for humans to maintain effective control, and argued for prohibiting AI-enabled systems that remove humans from the kill chain as well as autonomous weapons that directly target people. Gisel also mentioned that a draft treaty on autonomous weapons was weakened by Russia and the United States in September this year, and opposed allowing AI into nuclear command and control.

    Laurent Gisel, head of the ICRC's legal warfare team, told 404 Media during a UN meeting that AI is already selecting targets on the battlefield and causing deaths, and is amplifying destruction, lawbreaking and humanitarian harm. He noted that AI accelerates target generation and the pace of strikes, making it hard for humans to maintain effective control, and argued for prohibiting AI-enabled systems that remove humans from the kill chain as well as autonomous weapons that directly target peop

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  12. 404 Media

    AI is changing hacker offense and defense, and the PHP2Shell vulnerability has sparked "Black October" concerns

    404 Media reports that AI is simultaneously changing offensive hacking and security defense: after researchers used AI to discover the PHP2Shell vulnerability in PHP, Cloudflare observed thousands of exploitation attempts 10 hours before public disclosure, rising to tens of thousands 45 minutes after disclosure, and reaching hundreds of thousands within 2 hours. OpenAI says such discoveries show that AI can expose security flaws at internet scale, but the same capability can also help attackers rapidly develop attack tools; Chainguard's early release of a fix patch sparked controversy over bypassing the disclosure embargo. The article notes that the main impact so far is still various parties proactively patching or taking services offline, and large-scale actual exploitation of the vulnerability has not yet occurred.

    404 Media reports that AI is simultaneously changing offensive hacking and security defense: after researchers used AI to discover the PHP2Shell vulnerability in PHP, Cloudflare observed thousands of exploitation attempts 10 hours before public disclosure, rising to tens of thousands 45 minutes after disclosure, and reaching hundreds of thousands within 2 hours. OpenAI says such discoveries show that AI can expose security flaws at internet scale, but the same capability can also help attackers

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  13. Latent Space

    A Recommendation Engine for Commodity Traders: Anekha Sokhal on Moshi

    Moshi CEO Anekha Sokhal said on the Latent Space podcast that Moshi is a recommendation engine for commodity traders that connects market data with the information traders actually care about in their positions. She described Moshi as a combination of Bloomberg, Claude, and Netflix: market data, an actionable interface, and recommendations tailored to traders. She also discussed trusted sources, document extraction (using Reducto), building versus buying models, and the pressure on AI engineers who are asked to "be the entire team."

    Moshi CEO Anekha Sokhal said on the Latent Space podcast that Moshi is a recommendation engine for commodity traders that connects market data with the information traders actually care about in their positions. She described Moshi as a combination of Bloomberg, Claude, and Netflix: market data, an actionable interface, and recommendations tailored to traders. She also discussed trusted sources, document extraction (using Reducto), building versus buying models, and the pressure on AI engineers

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  14. CTech

    Bill Ackman in Israel: Israel is poised to become one of the best economies in the world

    Bill Ackman, founder and CEO of Pershing Square, said at the ARC Innovation Summit at Sheba Medical Center that Israel is poised to become one of the best economies in the world, and that its disadvantage of a small population may instead become an advantage in the AI era, with the key being talent density. He said that he and his wife Neri Oxman decided to invest in the Tel Aviv Stock Exchange after only an hour of discussion following the October 7 attack, and revealed that he is preparing to establish an "AI-native" brain science research institution to shorten the cycle for bringing medical innovations to fruition.

    Bill Ackman, founder and CEO of Pershing Square, said at the ARC Innovation Summit at Sheba Medical Center that Israel is poised to become one of the best economies in the world, and that its disadvantage of a small population may instead become an advantage in the AI era, with the key being talent density. He said that he and his wife Neri Oxman decided to invest in the Tel Aviv Stock Exchange after only an hour of discussion following the October 7 attack, and revealed that he is preparing to

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  15. TechCrunch AI

    Nirva raises $33 million and launches a pendant device that only listens to its wearer

    Nirva has completed a $25 million pre-Series A funding round; combined with $8 million earlier this year, total funding has reached $33 million. Its first device is a pendant weighing about 8 grams that can be worn as a bracelet, with up to 3 days of battery life. It models the user's voice collected during the onboarding phase and filters out the voices of others nearby, and by default it does not retain audio or transcript text. The device is priced at $249, with pre-orders opening in November and shipments to early users before the end of the year.

    Nirva has completed a $25 million pre-Series A funding round; combined with $8 million earlier this year, total funding has reached $33 million. Its first device is a pendant weighing about 8 grams that can be worn as a bracelet, with up to 3 days of battery life. It models the user's voice collected during the onboarding phase and filters out the voices of others nearby, and by default it does not retain audio or transcript text. The device is priced at $249, with pre-orders opening in November

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  16. TechCrunch AISelected

    Anthropic Launches Claude Duet Agent App

    Anthropic has released Claude Duet, an agent app for professionals and small businesses that can generate daily briefings, create dashboards, and run tasks in the background on its own virtual machine, requesting user approval when needed. The app is based on the Claude Opus 5.5 model, can connect to more than 6,000 connectors and plugins in the Claude Marketplace, and can shop online on users' behalf via Stripe's Link digital wallet or Shopify's Shop Pay; sensitive steps such as payments require user approval, and it does not involve securities trading or transfers between accounts. Claude Duet is available in research preview for Pro and Max users on iOS, Android, and the Claude.ai web version, and requires joining a waitlist.

    Anthropic has released Claude Duet, an agent app for professionals and small businesses that can generate daily briefings, create dashboards, and run tasks in the background on its own virtual machine, requesting user approval when needed. The app is based on the Claude Opus 5.5 model, can connect to more than 6,000 connectors and plugins in the Claude Marketplace, and can shop online on users' behalf via Stripe's Link digital wallet or Shopify's Shop Pay; sensitive steps such as payments requir

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  17. The Verge AI

    Bill Gates: Prepare for roughly 20 years of "turbulent" AI disruption

    In an interview on the Decoder podcast, Bill Gates said people need to prepare for roughly 20 years of AI disruption, a period that could be so painful that society splits into two parts: those close to the technological frontier and those who reject it. In an article in late August, he previously said that even under the best-case scenario, the transition to a new AI era will be one of the most turbulent periods in human history, and he believes current policy responses and industry coordination are insufficient to address the risks. He also pointed out that the biggest near-term risk comes from models whose safeguards can all be removed.

    In an interview on the Decoder podcast, Bill Gates said people need to prepare for roughly 20 years of AI disruption, a period that could be so painful that society splits into two parts: those close to the technological frontier and those who reject it. In an article in late August, he previously said that even under the best-case scenario, the transition to a new AI era will be one of the most turbulent periods in human history, and he believes current policy responses and industry coordinatio

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  18. Wired AI

    OKA launches Mori, a mushroom-shaped robot: not a voice assistant, just companionship

    OKA has launched Mori, a $649 mushroom-shaped home robot lamp with a built-in camera and microphone that can follow users around, play nature sounds, and guide breathing relaxation, but it does not support voice commands to control smart home devices or check the weather. Mori is powered by multiple local large language models and can judge when to interact and when to stay quiet; images and audio are discarded immediately after local processing, and facial data is stored encrypted and never uploaded. The founder's edition is limited to a few hundred units, while the standard edition costs $799 and does not include subscription features.

    OKA has launched Mori, a $649 mushroom-shaped home robot lamp with a built-in camera and microphone that can follow users around, play nature sounds, and guide breathing relaxation, but it does not support voice commands to control smart home devices or check the weather. Mori is powered by multiple local large language models and can judge when to interact and when to stay quiet; images and audio are discarded immediately after local processing, and facial data is stored encrypted and never upl

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  19. Business Insider Tech

    Mave raises $34 million to use AI agents to help security teams counter AI threats

    Israeli cybersecurity startup Mave has completed a $34 million funding round, including $28 million in Series A led by Red Dot Capital Partners and $6 million in seed funding. Its AI agents can integrate information from enterprises' existing security systems, investigate alerts, filter out false positives, and execute actions approved by human teams. Mave currently has 30 employees and plans to use part of the new funding to expand its go-to-market team and AI research.

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  20. Tencent Cloud Developer Community

    How can a transportation management TMS system use Mapbox to implement AI route planning visualization: multi-plan comparison and drag adjustment

    TMS systems' AI route planning visualization uses the Mapbox Directions API's alternatives=true to obtain up to 2 alternative routes and compares them side by side with differentiated styles. Dragging waypoints triggers recalculation only on dragend, combined with 500ms debouncing to avoid consecutive requests; after changes, incremental metrics and the warnings field are used to indicate restricted roads and time window conflicts. The Mapbox Directions API supports at most 25 coordinate points per request, and under the driving-traffic profile at most 3 waypoints; for larger scales, the Optimization API or a self-hosted OSRM service must be used instead.

    TMS systems' AI route planning visualization uses the Mapbox Directions API's alternatives=true to obtain up to 2 alternative routes and compares them side by side with differentiated styles. Dragging waypoints triggers recalculation only on dragend, combined with 500ms debouncing to avoid consecutive requests; after changes, incremental metrics and the warnings field are used to indicate restricted roads and time window conflicts. The Mapbox Directions API supports at most 25 coordinate points

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