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๐Ÿค– What if you could pilot a robot with a VLM that never sees a single robot training example? RoboDawn tackles exactly that question. Title: Transferring the Intelligence of VLMs to Robotic Control (RoboDawn) URL: It gives a frozen, pretrained VLM a human-intuitive interface of translation, rotation, and gripper commands, plus a handful of in-context demonstrations, and lets it directly drive a robot arm. Three things stand out. ๐ŸŽฎ A game-like control interface The VLM issues discrete move, rotate, and gripper commands, all defined relative to the gripper interaction point. This lets it reuse spatial manipulation knowledge it already picked up from web-scale pretraining. ๐Ÿ“š One demo makes a huge difference No parameter updates at all. Just a command primer plus task demonstrations as context lift success on RoboTwin 2.0 from 53.2% zero-shot to 73.6% one-shot. ๐Ÿ† It beats robot-trained policies outright With zero task-specific training, RoboDawn's zero-shot performance already surpasses policies trained on dedicated data, like ฯ€0.5 (46.0%) and LingBot-VLA (50.4%). On a real Franka robot it hits a 90% success rate. It suggests the real bottleneck may not be collecting more robot data, but designing the interface that unlocks the intelligence VLMs already have. #Robotics# #VLM#
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๐Ÿค– An AI agent found this auth bypass. I broke down the full attack chain, how the missing await led to it, and whatโ€™s happening under the hood ๐Ÿ‘‡ ๐Ÿ“– Full write-up:
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๐Ÿค– Great to meet robotics builders at our Embodied Intelligence Workshop at RoseLab, Toulouse! With SenseCraft Robotics, you can bring the robot arm workflow into one platform:๐Ÿ”— Connect โ†’ ๐Ÿ“Š Collect Data โ†’ ๐Ÿง  Train โ†’ ๐Ÿš€ Deploy ๐ŸŽ New users get 1,000 free credits on first login. ๐Ÿ‘‰ #SenseCraftRobotics# #SeeedStudio# #Robotics# #RobotLearning# #EmbodiedAI#
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๐Ÿค– AI agent โ†’ finds bug ๐ŸŽฏ Bug โ†’ Cross-org IDOR ๐Ÿ› ๏ธ Sentry โ†’ fixed it โŒ Sentry โ†’ said no CVE needed ๐Ÿ‘€ GitHub โ†’ assigned one anyway The endpoint: /organizations/yourorg/issues/{group_id}/events/latest/json/ Root cause: group_id โ†’ loaded directly org check โ†’ missing Change the ID. Keep the slug. Read another organization's events. That's the entire bug.
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๐Ÿค– Make commercial and transactional information machine-readable for AI search: Commercial and selection prompts depend on current, explicit information extractability: Price, availability, eligibility, plan logic, attributes, locations, integrations or policies are unclear, you can lose the selection even when you're otherwise visible ๐Ÿ‘‡ Here's content to prioritize based on your biz model.
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๐Ÿค– From โ€œcan chatโ€ to โ€œcan do.โ€ Vidu S2 characters can call external tools during an interaction: ๐ŸŒค๏ธ Check the weather ๐Ÿ›๏ธ Search products ๐Ÿ“š Retrieve knowledge ๐Ÿ“ Look up places A more useful kind of digital human. #ViduS2# #AgentAI# Reply: ๐ŸŽ New-user S2 credit package: ๐Ÿฅš Claim 5,000 free credits. Limited to 2,000 users:
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๐Ÿค– JUST IN: Goldman Sachs says consumer AI agents are moving from conversation to action, reshaping shopping, travel, advertising and ecommerce.
๐Ÿค–What is AI distillation? This week's On Assignment unpacks one of the most politically fraught AI techniques in the US-China technology standoff
๐Ÿค– WILD: China just deployed a humanoid POLICE ROBOT alongside armed officers for patrols in Shenzhen. This video of EngineAI's T800 deployed in Nanshan District for community patrols is going viral.
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๐Ÿค–โœจ โ€œItโ€™s very lightweight, like Iโ€™m floating.โ€ A Guangdong-made exoskeleton robot caught attention in Siem Reap, Cambodia, with visitors saying it made walking feel easier and could support elderly people and those with mobility challenges. The September 19 promotion event showcased 100+ Guangdong products across 30+ categories, from smart guitars to AI translation glasses. ๐Ÿ‡จ๐Ÿ‡ณ๐ŸŒ Innovation is taking another step toward the world! ๐Ÿ‘‰ Read more: #Guangdong# #Cambodia# #Innovation# #Technology# #Robotics# #AI# #Business# #Health# #Asia# #Future# #China# #Global#
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