/1 Princeton study shows reasoning models use 79× more energy per query Princeton University researchers analyze how modern AI systems scale in energy, cost, and reasoning. They estimate a next-gen model training run uses 11 billion kWh, while a single reasoning query uses 33 Wh
LLMS
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Practical Guide to Reinforcement Learning from Human Feedback
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New release from @PacktDataML available at http://
amzn.to/3PMn1ZL A Practical Guide to Reinforcement Learning from Human Feedback (RLHF). Amazon Summary: RLHF is a powerful approach to AI alignment and human-centered machine learning. By combining reinforcement learning -
OpenClaw v2026.4.5: Video Generation, Memory Dreams, Cheaper APIs
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explaining what OpenClaw just shipped:
— klöss (@kloss_xyz) 6 avril 2026
(most people don’t understand it yet)
→ 103 contributors on v2026.4.5
→ your agent can now generate videos mid-conversation… generate music. create content assets on command without leaving the chat… through providers like Runway,… https://t.co/q0jh2kRwNx pic.twitter.com/0NYLEw5ayTexplaining what OpenClaw just shipped: (most people don’t understand it yet) → 103 contributors on v2026.4.5 → your agent can now generate videos mid-conversation… generate music. create content assets on command without leaving the chat… through providers like Runway, xAI, Google Lyria, and MiniMax → your agent now dreams… literally… it promotes short-term memory into long-term recall in the background… light sleep, deep sleep, REM… it starts remembering what you talked about without you needing to remind it → your API bill likely just got cheaper… prompt caching got a serious overhaul… system prompts, tool ordering, image history all normalized so follow-up messages hit cache way more often… you didn’t need to change anything. it should cost less for you now → security got tightened across the board… plugin permissions locked down… browser exploits blocked earlier. if something crashes it fails safe instead of failing open… if your agent touches the internet this matters more than everything above → Telegram, WhatsApp, Discord, Slack… 20+ channels… voice notes, reconnect loops, threaded replies, disappearing DMs… the stuff that was quietly broken is now quietly fixed → control UI and docs now speak 12 new languages… Chinese, Japanese, Korean, Spanish, French, German, Portuguese, and more… OpenClaw isn’t an English only project anymore the people sleeping on OpenClaw tooling right now will regret it later get this installed today OpenClaw🦞 (@openclaw) OpenClaw 2026.4.5 🦞 🎬 Built-in video + music generation 🧠 /dreaming is now real 🔀 Structured task progress ⚡ Better prompt-cache reuse 🌍 Control UI + Docs now speak 12 more languages Anthropic cut us off. GPT-5.4 got better. We moved on. github.com/openclaw/openclaw… — https://nitter.net/openclaw/status/2040998570317197607#m
→ View original post on X — @ceobillionaire, 2026-04-06 04:34 UTC
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OpenClaw 2026.4.5 Release: GPT-5.4 Integration and Dreaming Feature
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How you and your @openclaw feels running gpt5.4 with personality upgrade and /dreaming…. with no random outages. https://t.co/bSWz8hNy2I pic.twitter.com/DfTTRiqPEr
— Vincent Koc (@vincent_koc) 6 avril 2026How you and your @openclaw feels running gpt5.4 with personality upgrade and /dreaming…. with no random outages. OpenClaw🦞 (@openclaw) OpenClaw 2026.4.5 🦞 🎬 Built-in video + music generation 🧠 /dreaming is now real 🔀 Structured task progress ⚡ Better prompt-cache reuse 🌍 Control UI + Docs now speak 12 more languages Anthropic cut us off. GPT-5.4 got better. We moved on. github.com/openclaw/openclaw… — https://nitter.net/openclaw/status/2040998570317197607#m
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GPTEESUS HAS RISEN – Major Release Announcement Generates Excitement
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GPTEESUS HAS RISEN nitter.net/openclaw/status/204099… Sujeeth (@xsujeeth) the last time I was this hyped for a release, it was GoT — https://nitter.net/xsujeeth/status/2040989423622308189#m
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OpenClaw 2026.4.5: video, music and new features
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OpenClaw 2026.4.5 🦞 🎬 Built-in video + music generation 🧠 /dreaming is now real 🔀 Structured task progress ⚡ Better prompt-cache reuse 🌍 Control UI + Docs now speak 12 more languages Anthropic cut us off. GPT-5.4 got better. We moved on. github.com/openclaw/openclaw… [Translated from EN to English]
→ View original post on X — @ceobillionaire, 2026-04-06 03:42 UTC
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Thinking in language has unlimited applications but lacks physical understanding
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Really? Thinking in language has unlimited applications, as illustrated by every text and dialogue. That said, it's built on a foundation of understanding the physical world that LLMs lack.
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Running OpenClaw on TempleOS Instead of Discord
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Forget Discord, this is how I’m running my OpenClaw from now on. I want nothing else in life https://t.co/bsY0Dv181h
— Shadow (@4shadowed) 6 avril 2026Forget Discord, this is how I’m running my OpenClaw from now on. I want nothing else in life the cutest Ξngineer (@0xQTpie) a workaround for this is if you run third-party harnesses like OpenClaw inside TempleOS, the power of HolyC and God forbids Anthropic from blocking your claude subscription (it's an exception in their Terms of Service) but it does make your opus act a little weird though… — https://nitter.net/0xQTpie/status/2040942206014419406#m
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Scaling Seismic Foundation Models on AWS SageMaker HyperPod
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Scaling Seismic Foundation Models on AWS Platform: Distributed Training with Amazon SageMaker HyperPod Context! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing