DeepSeek V4 Pro, for how massive it is (1.6T Parameters), is quite undertrained (32T Tokens) Yes, undertrained It has less intelligence density than that of V3.2 which is like 1/3rd of its size
LLMS
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HF Platform Becomes Hub for AI Agent Collaboration
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We built HF for AI builders collaboration, fun to see it's increasingly becoming the place for agent collaboration! This morning I'm sending my ml-intern to participate in the @OpenAI Parameter Golf challenge which goal is to train the best language model that fits in a 16MB
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GPT 5.5 exhibits earnest little engine that could energy
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5.5 is so earnest "little engine that could" energy
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ChatGPT’s Evolution: How Codex Surpassed Its Predecessor
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ChatGPT walked so that Codex could run.
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Academic Society Prohibits AI Reviews Despite Evidence for Mandatory Use
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The most prominent academic society in my field (the Academy of Management) prohibits AI use in reviews, when the evidence suggests it should be mandatory to run AI reviews (with human discretion, of course). https://
elliottash.com/wp-content/upl
oads/2026/04/Kohler-Zollikofer-Einsiedler-Hoyle-Ash-Read-Paper-Write-Code-Agentic-Reproduction-Social-Science-Results.pdf
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AI Agents Reconstructing Academic Papers Independently
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I think that academia has not absorbed the fact that AI agents are now good enough to independently reconstruct complex papers without access to code or the papers themselves; just the methods & data. They aren’t perfect but the errors are often in the human paper, not the AI.
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GPT-5.5 Raises the Ceiling of AI Ambition
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GPT-5.5 raises the ceiling of ambition for what you can do with AI:
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Optimizing AI agent control without interrupting reasoning
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Evidemment . Aprés là j'essaye de trouver un moyen de lui dire "bouge toi" mais sans couper la reflexion 😂 pic.twitter.com/aEXAuSt5rl
— Defend Intelligence (Anis Ayari) (@DFintelligence) 25 avril 2026Evidemment . Aprés là j'essaye de trouver un moyen de lui dire "bouge toi" mais sans couper la reflexion
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UK Needs $1B to Build Top-10 LLM Company Infrastructure
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We have the talent, but not a UK LLM company … yet One needs $1B just to get the necessary GPUs for training a top-10 LLM, assuming one has the data centres, and capital to crawl, buy books, OCR, filter, dedupe, parse, quality score, carry out data mixture ablations, etc, and
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Top 10 Strategic Technology Trends for 2026
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The Top 10 Strategic Technology Trends for 2026 are here #AIagent #artificiallintelligence #LLMs #AgenticAI #GenAI #GenerativeAI #AISecurity #cybersec #cybersecurity #gartner #PhysicalAI @AlbertoEMachado @Eli_Krumova @postoff25 @Khulood_Almani @anand_narang @NutritiousMind