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Friday

  1. heise online

    World models: How AI learns to predict the consequences of actions

    World models learn physical correlations through video and 3D simulation, and predict the consequences of their own actions, rather than learning language only from text. Thomas Brox, Professor of Pattern Recognition and Image Processing at the University of Freiburg, points out that this concept has long existed in biology and neuroscience, but is still fairly new in computer science; AlphaGo's internal representation was limited to the board, whereas current world models attempt to learn from data. Such models can allow self-driving cars and robots to rehearse everyday or dangerous scenarios in virtual environments, but the predictions are often difficult to understand and the technology is not yet mature.

    World models learn physical correlations through video and 3D simulation, and predict the consequences of their own actions, rather than learning language only from text. Thomas Brox, Professor of Pattern Recognition and Image Processing at the University of Freiburg, points out that this concept has long existed in biology and neuroscience, but is still fairly new in computer science; AlphaGo's internal representation was limited to the board, whereas current world models attempt to learn from

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  2. Lauren Tan

    Grok Bot Team Releases Version 0.75.2

    Grok Bot 0.75.2 is released, adding pages for reports, memos and dashboards that can be generated and continuously updated, new cards in desktop chats, and the ability for the bot to generate videos from a description or an image. Lauren says the team is iterating very fast and calls on users to keep reporting issues and bugs, with the goal of making Grok Bot the best assistant and employee.

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  3. Eric Zakariasson

    Grok @bot version 0.75.2 released

    Grok @bot 0.75.2 is released, adding a pages feature that can generate reports, memos, and dashboards and keep them continuously updated; a new card is added to desktop chat; the bot can also generate videos from descriptions or images. See the changelog for the full update.

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  4. Peter Yang

    Peter Yang shares six account security steps and an AI audit prompt

    Peter Yang released a video giving 6 steps to protect your accounts amid recent security incidents: disconnect unused apps and agents, use 1Password's Watchtower, enable two-factor authentication, rotate or retire API keys, have AI update software packages, and don't trust breach notification emails or calls. He also provides a prompt that lets AI walk you through these 6 steps and generate a personalized security report.

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  5. Alibaba Cloud Developer Community AI

    Alibaba Cloud Model Studio Token Plan personal edition starts at 39 yuan/month: Lite plan includes 11,500 Credits

    The lowest price for the Alibaba Cloud Model Studio Token Plan personal edition is 39 yuan/month, corresponding to the Lite plan (original price 60 yuan/month, limited-time discounted price 39 yuan/month). It includes 11,500 Credits per month and supports 1-2 concurrent Agents. This plan covers models for text generation, image generation, video generation, speech recognition, and real-time voice conversation. The quota is calculated by subscription month and does not roll over. After it is used up, you can purchase a usage pack for 100 yuan/month that includes 20,000 Credits (up to 5 can be held at the same time). Currently, only the China North 2 (Beijing) region is supported.

    The lowest price for the Alibaba Cloud Model Studio Token Plan personal edition is 39 yuan/month, corresponding to the Lite plan (original price 60 yuan/month, limited-time discounted price 39 yuan/month). It includes 11,500 Credits per month and supports 1-2 concurrent Agents. This plan covers models for text generation, image generation, video generation, speech recognition, and real-time voice conversation. The quota is calculated by subscription month and does not roll over. After it is used

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  6. Peter Yang

    Peter Yang shares a six-step emergency guide for account security

    Peter Yang says the internet is under attack, so he made an emergency video offering six steps for account security: disconnect unused apps and agents, use 1Password's Watchtower, enable two-factor authentication with the appropriate apps, rotate or deactivate API keys, have AI update software packages, and don't trust breach notification emails or calls. He also provides a prompt in the video description that lets AI audit each of the above items.

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Thursday

  1. ElevenLabs Blog

    What Is Voiceover? Meaning, Examples, and How to Make One

    A voiceover is audio overlaid on a video without the speaker being seen, commonly used for narration, a character's inner monologue, advertising announcements, and instructional explanations. It differs from voice acting, narration, and dubbing: voice acting involves a speaker playing a character, while dubbing replaces the original audio track. With AI, users can record or generate custom voices at home to create voiceovers for film and television, games, advertising, and training videos.

    Infographic explaining voice-over uses: narration, inner monologues, announcements, and education.

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  2. Peter Yang

    Peter Yang releases free AI skill /video-short

    Peter Yang launches the free AI skill /video-short, which turns raw single-person recording footage into a polished short video, automatically adding B-roll, motion graphics, captions, AI video and music, and providing a review page with frame-by-frame feedback. The skill works with commonly used AI agents and is available for free on GitHub. The background data he cited: YouTube Shorts gets 200 billion daily views, and X pays creators who post short videos up to $5,000.

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  3. AIhub

    Raphael Memmesheimer on Winning RoboCup@Home and the 2026 Best Paper Award

    Raphael Memmesheimer led the NimbRo team to 3rd place in the RoboCup@Home league at RoboCup 2026 and won the Best Paper Award for the paper "Efficient Image Annotation via Semi-Supervised Object Segmentation with Label Propagation." The method uses semi-supervised segmentation and label propagation to automatically annotate about 60% of the data, helping robots quickly learn up to 50 previously unseen objects within a preparation period of only two days. The approach has already been used at RoboCup 2025 in Brazil and at GermanOpen, and this year's World Cup added an improved version that uses video to generate more data.

    Raphael Memmesheimer led the NimbRo team to 3rd place in the RoboCup@Home league at RoboCup 2026 and won the Best Paper Award for the paper "Efficient Image Annotation via Semi-Supervised Object Segmentation with Label Propagation." The method uses semi-supervised segmentation and label propagation to automatically annotate about 60% of the data, helping robots quickly learn up to 50 previously unseen objects within a preparation period of only two days. The approach has already been used at Rob

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  4. Kling AI

    Kling teases Kling 4 model

    The official Kling AI account posted a teaser with the caption "Hold on to your hat" and the hashtags #KlingAI #Kling4, without disclosing specific features or a release date. The cited OpenArt post says Kling 4.0 is already live on its platform, supporting video guidance with start, middle, and end frames, up to 10 reference images, and generating and editing videos with text or frames.

    The official Kling AI account posted a teaser with the caption "Hold on to your hat" and the hashtags KlingAI Kling4, without disclosing specific features or a release date. The cited OpenArt post says Kling 4.0 is already live on its platform, supporting video guidance with start, middle, and end frames, up to 10 reference images, and generating and editing videos with text or frames.

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  5. MediaNama

    India's Ministry of Information and Broadcasting asks TV channels to limit AI to "auxiliary uses," does not clarify whether AI anchors are prohibited

    India's Ministry of Information and Broadcasting (MIB) issued an advisory on October 21 requiring private satellite television channels to restrict the use of AI and generative AI to "auxiliary uses," and listed "virtual news anchoring" as a scenario requiring caution, but did not define what constitutes auxiliary use, nor did it clarify whether it covers the AI anchors used by channels such as Aaj Tak, News18 and Odisha TV. The advisory did not require channels to label AI anchors, nor did it cite specific provisions of the Programme Code; Doordarshan, which is under MIB, itself also uses AI anchors, and in March this year told a parliamentary committee that it hoped to expand their use.

    India's Ministry of Information and Broadcasting (MIB) issued an advisory on October 21 requiring private satellite television channels to restrict the use of AI and generative AI to "auxiliary uses," and listed "virtual news anchoring" as a scenario requiring caution, but did not define what constitutes auxiliary use, nor did it clarify whether it covers the AI anchors used by channels such as Aaj Tak, News18 and Odisha TV. The advisory did not require channels to label AI anchors, nor did it c

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  6. MiniMax

    MiniMax M3.1 Flash is now available on Runware, with the call string minimax:m3.1@flash

    MiniMax officially stated that M3.1 Flash is now available on Runware, and the model string "minimax:m3.1@flash" is used when calling it. According to Runware, the model supports text, image, and video input, has a 1M context window and up to 524K output tokens, offers adjustable reasoning depth, scores 42 on the Artificial Analysis Intelligence Index, 72.5% on AutomationBench-AA, and 73.7% on DeepSWE, and costs less per token than MiniMax M3.

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  7. UCSD Hao AI Lab

    FastVideo FastH3 Omni Runs Locally on DGX Spark, RTX GPUs, and Apple MLX

    Hao AI Lab announced that FastVideo FastH3 Omni can run locally on NVIDIA DGX Spark, RTX GPUs, and Apple MLX. Generating a 5-second 480p video from a single photo and a prompt takes about 3 minutes, or about 2 minutes on two Sparks; FastH3 T2AV takes 52.6 seconds on a single Spark and 30.7 seconds on two Sparks. The clips in the demo video were all generated by DGX Spark using an 8-step NVFP4 checkpoint, and blog, Cookbook, and Hugging Face links are provided.

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  8. OpenClaw

    OpenClaw Says Users Build Directly in the Timeline

    OpenClaw posted a comparison: others build in the terminal, while OpenClaw users build in the timeline, along with build videos from Roboclaw and @vincent_koc and a link to a PR created by Roboclaw.

    OpenClaw posted a comparison: others build in the terminal, while OpenClaw users build in the timeline, along with build videos from Roboclaw and @vincent koc and a link to a PR created by Roboclaw.

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  9. Peter Yang

    Anthropic opens a research preview of Claude Duet, positioned as a 24/7 proactive personal agent

    Anthropic has opened a research preview of Claude Duet, a new app that lets Claude work as a proactive agent: it proactively surfaces things that need attention, completes tasks the user assigns, keeps working after the user steps away, and checks with the user before acting on their behalf. Peter Yang says he was given early access; in his video he calls it the most proactive agent and analyzes how Artifacts could become its key advantage, while comparing it with Grok Bot, Muse, and Dots. He notes that Duet is currently in research preview and will see significant improvements going forward.

    Anthropic has opened a research preview of Claude Duet, a new app that lets Claude work as a proactive agent: it proactively surfaces things that need attention, completes tasks the user assigns, keeps working after the user steps away, and checks with the user before acting on their behalf. Peter Yang says he was given early access; in his video he calls it the most proactive agent and analyzes how Artifacts could become its key advantage, while comparing it with Grok Bot, Muse, and Dots. He no

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  10. Rohan Paul

    Unitree releases the H2-X humanoid robot, claiming a battery life of about 8 hours

    Unitree has released the H2-X Kung Fu Legend Guardian humanoid robot, claiming a battery life of about 8 hours, nearly 3 times that of the standard H2. The author points out that this figure counts standing time, and it remains unclear how long patrols, fighting, or carrying can last. The standard H2 weighs 70kg, has 31 joints, is equipped with a swappable 0.97kWh battery pack, offers about 3 hours of battery life, and is priced at $29,900; in the launch video, the H2-X leaps down from a 4-meter platform, kicks through a scrapyard, and repels club-wielding intruders. The author believes early buyers are more likely to come from venues and warehouses that need overnight staffing rather than from households.

    Unitree has released the H2-X Kung Fu Legend Guardian humanoid robot, claiming a battery life of about 8 hours, nearly 3 times that of the standard H2. The author points out that this figure counts standing time, and it remains unclear how long patrols, fighting, or carrying can last. The standard H2 weighs 70kg, has 31 joints, is equipped with a swappable 0.97kWh battery pack, offers about 3 hours of battery life, and is priced at $29,900; in the launch video, the H2-X leaps down from a 4-meter

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