Good solution. Btw, Once you’ve identified the high-signal trajectories, you can also pair them with counterfactual continuations (what the agent should have done at the point of failure) to construct preference pairs for DPO. So the signals don't just act as a debugging tool
MACHINE LEARNING
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Porcospino Flex: Nature-Inspired Robot Navigates Unreachable Spaces
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From Nature to #Robotics: Porcospino Flex Navigates the Unreachable
— Ronald van Loon (@Ronald_vanLoon) 12 avril 2026
by @rohanpaul_ai
#Robots #Engineering #EmergingTech #Innovation pic.twitter.com/uFStvXr4NwFrom Nature to #Robotics: Porcospino Flex Navigates the Unreachable by @rohanpaul_ai #Robots #Engineering #EmergingTech #Innovation
→ View original post on X — @ronald_vanloon, 2026-04-12 06:19 UTC
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Muse Spark outperforms expectations after year without Meta models
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I think Muse Spark came in far better than most were expecting as the first new model attempt from Meta, especially given the fact that it has been a year since Llama 4 with no models at all (and that Llama 4 was generally considered a dead end).
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From Walking to Heavy Lifting: Atlas Shows Off Next-Level Skills
— Ronald van Loon (@Ronald_vanLoon) 12 avril 2026
by @lukas_m_ziegler
#Robotics #ArtificialIntelligence #Innovation #MI #ML #Tech pic.twitter.com/ZZiil46lwUFrom Walking to Heavy Lifting: Atlas Shows Off Next-Level Skills by @lukas_m_ziegler #Robotics #ArtificialIntelligence #Innovation #MI #ML #Tech
→ View original post on X — @ronald_vanloon, 2026-04-12 05:27 UTC
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Machine Learning Transforms IoT Computing with New Perspectives
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#MachineLearning Puts New Lens on #IoT Computing! by @gp_pulipaka! #BigData #Analytics #DataScience #AI #IIoT #PyTorch #Python #RStats #TensorFlow #Java #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode geni.us/New-Lens-IoT
→ View original post on X — @gp_pulipaka, 2026-04-12 04:57 UTC
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1847 Gaussian Machine Learning: Big Data Analytics AI Tools
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1847 Gaussian Machine Learning. #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode geni.us/1847-Great-Minds
→ View original post on X — @gp_pulipaka, 2026-04-12 04:57 UTC
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GPT, Generative AI, and LLMs Conference by Aver Conferences
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GPT, Generative AI, and LLMs! @AverConferences #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #IoT #IIoT #Python #RStats #TensorFlow #JavaScript #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysOfCode geni.us/Aver-Confer
→ View original post on X — @gp_pulipaka, 2026-04-12 04:57 UTC
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1974 Machine Learning: Python, TensorFlow, PyTorch Conference
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1974 Machine Learning! @bigdataconf A Greater Foundation for Machine Learning. Welcome to Python, TensorFlow, and PyTorch. Register and join me in the new year. Join and learn at your own pace. Machine Learning for all the ages. @bigdataconf #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #ReactJS #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode geni.us/Greater-MLearn
→ View original post on X — @gp_pulipaka, 2026-04-12 04:57 UTC
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1120 GUI Python Projects and 220 Engineering Principles
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1120 GUI Projects in Python-220 Engineering Principles in Python! #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #CloudComputing #Serverless #DataScientist #Linux #Books #Programming #Coding #100DaysOfCode geni.us/Python-120
→ View original post on X — @gp_pulipaka, 2026-04-12 04:57 UTC
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Get Your Book at Your Local Library 2020
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Get Your Book at Your Local Library 2020! @marquiswhoswho #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode geni.us/Biography@marquiswho…
→ View original post on X — @gp_pulipaka, 2026-04-12 04:57 UTC