The seismic shift framing has been used enough times in the last three years that it's lost some signal. What's different here is the timing compression, not any single capability.
RESEARCH
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Beyond Currency: Energy and Mass Economy at Kardashev Scale
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That’s a good deal if we make anywhere near K2. Won’t be using dollars for currency at that point, just mass and energy.
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Kwai Summary Attention: Learnable Tokens for Long Context
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"Kwai Summary Attention Technical Report" This paper uses learnable summary tokens for long-context attention. It splits text into chunks, compresses each chunk into a summary token, keeps recent text dense within a sliding local window, and reads distant context through
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GPT-5.5 Spud shipped, monthly LLM cadence prediction confirmed
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Already happened. Spud shipped as GPT-5.5 six days ago, one week after Opus 4.7. The monthly cadence prediction was right, the timeline was just tighter than expected.
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Agents and World Models: A 1986 Perspective on AI History
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I have some news from 1986 for people who think agents, continual learning and world models were invented yesterday:
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Testing AI Capability Jumps: Moving Beyond Skepticism
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The people still skeptical about capability jumps need to just try the thing.
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CMU’s 1980s World Models Project: Historical AI Foundation
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World models are actually a much older concept. CMU had a project on it in the 80s:
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Group Survival Instinct: Evolution and Human Maximalism
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At some point we should investigate how it comes that mostly people exist that have a preposition to put maximalist group survival above maximalist individual survival. I wonder if it has anything to do with the last millions of years of evolution Btw i bet if he would
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GPT-XL: Scaling 48 Stack Language Model for Zero Shot
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GPT – XL: Scaling 48 Stack Language Model for Zero Shot Learning! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming
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Deep Learning Math Workbook: 300 Puzzles for Machine Learning
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Hands-on Mathematics, Linear Algebra, and Machine Learning … "Deep Learning Math Workbook", with 300 puzzles — by @ProfTomYeh at https://
amzn.to/3KuhKnx