One complex question is a thin eval. But first impressions from serious users tend to cluster around real signal, not placebo.
RESEARCH
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Timing Compression: The Real Shift in AI Development
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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.
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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