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🧵 Deli AutoResearch SKILL is now officially open source! 🎉 Alongside it, we’re dropping our 4th survey paper — this time on Self-play. Inspired by AlphaZero, we got a powerful insight: prior knowledge doesn’t always lift the ceiling. Models can discover more globally optimal solutions just by playing against themselves. The biggest change in this paper? For the first time, the AutoResearch Agent autonomously planned GPU experiments — and submitted actual RL runs on the DeepSeek 285B model. The entire RL pipeline — experiment design, code writing, running, debugging, and conclusion summarization — was 100% automated, with zero human intervention from me. This was incredibly difficult, but an incredibly important step. GRPO is the tool being called by the AutoResearch Agent here. We see this as the beginning of our Continual Learning research journey. 🚀 As always, this is my personal research project, unaffiliated with any organization. All views are my own. #AI# #ReinforcementLearning# #SelfPlay# #OpenSource# #AutoML# #ContinualLearning# #DeepSeek#
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If you're curious about AutoML, check out this book, co-authored by @haifeng_jin from the Keras team. You'll learn about how you can automate your ML pipelines with AutoKeras and KerasTuner!
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A decade ago, automakers abandoned small pickups, opting to lean in to trucks that were bigger, heavier and more profitable. Now, they’re curious: Will buyers consider a small pickup truck again?
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INSTEAD OF WATCHING NETFLIX TONIGHT. Spend 1 hour with this. Claude AI FULL COURSE that teaches you how to BUILD and AUTOMATE anything. The people who watch this tonight will wake up tomorrow with a new skill. Watch it and Bookmark it now.
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A List of Robotics Stocks: Humanoids $TSLA Tesla $XPEV Xpeng $AGLT Agility $XIACF Xiaomi $HYMTF Hyundai Sensors $VPG Vishay Precision $OUST Ouster $ARBE Arbe Robotics $MVIS MicroVision $AUR Aurora $CGNX Cognex $INVZ Innoviz Chips $NVDA Nvidia $AMBQ Ambiq $AMBA Ambarella $INDI indie Logistics $AMZN Amazon $SYM Symbotic Deep Sea Robotics $KRKNF Kraken Robotics $OII Oceaneering Healthcare Robotics $ISRG Intuitive Surgical $SYK Stryker $MDT Medtronic $PRCT PROCEPT Industrial Robotics $HON Honeywell $TER Teradyne $LECO Lincoln Electric Robotics Automation $PEGA Pegasystems $ROK Rockwell Automation $ABBN ABB $ZBRA Zebra Technologies $CGNX Cognex $PATH UiPath Defense Robotics $AVAV AeroVironment $KTOS Kratos $LMT Lockheed Martin $NOC Northrop Grumman $BA Boeing $GD General Dynamics Consumer & B2B Robotics $XIACF Xiaomi $RR RichTech Robotics $SERV Serve Robotics Batteries $EOSE Eos Energy $QS QuantumScape $MVST Microvast $FLNC Fluence $KULR KULR $SLDP Solid Power $AMPX Amprius
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Haven’t been using macbook for a month with this. - Run multiple coding agents in vps - Automation across multiple agents - Voice agents to manage all agents - Push notifications via PWA - All agents self aware of all other agents
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Claude Masterclass FULL COURSE 4 HOUR (Build & Automate Anything)
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COMPLETE COURSE of CLAUDE of 5 HOURS Save this post, you are going to thank me 🔖 Create useful tools. Automate repetitive tasks. Learn how people design bots and systems.
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INSTEAD OF WATCHING NETFLIX TONIGHT. Spend 1 hour with this. Claude AI FULL COURSE that teaches you how to BUILD and AUTOMATE anything. The people who watch this tonight will wake up tomorrow with a new skill. Watch it and Bookmark it now
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Every single household will want a Tesla Optimus Robot. • It can do all your chores for you, like laundry, dishes, yard work, taking out the trash, etc. The list is endless. • It will be amazing for elderly people who want or need primary care 24/7. It will help with medication, mobility assistance, and even provide companionship. • I can see it being very useful for security purposes. Optimus’ cameras could perhaps provide a live view of what’s going on, or even provide alerts. • Once scaled, Optimus will be far cheaper to own than paying for nannies, cleaners, caregivers, landscapers, etc. • It could supervise your children, tutor them, tell stories to them, etc. • Optimus could perform CPR, deliver first aid, detect emergencies, and automatically alert emergency services. • Gardening and snow removal during the winter. Optimus will free up so much of your time so you can spend more time with family, and doing things you love. It will take care of almost everything for you. This will be the most important product ever created.
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