Yes, we will soon stop counting Level-2 results & shift toward Levels 3 & 4 that were laid out in the Aletheia paper.
RESEARCH
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AIKosh Sandbox Environment for Data Scientists and Engineers
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A glimpse into what’s available on AIKosh. Sandbox Environment- A dedicated space for data scientists and engineers to explore, experiment and build with ease. Designed to help turn concepts into real solutions, faster and more efficiently. Discover what’s shaping AI on
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Real Signal vs Placebo: Evaluating AI System Quality
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One complex question is a thin eval. But first impressions from serious users tend to cluster around real signal, not placebo.
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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: