Researchers just taught AI to think 12x faster without using words. Reasoning chains are powerful but expensive. Every token a model "thinks" costs time and money. A new paper called Abstract Chain-of-Thought proposes a fix. Instead of reasoning in full sentences, the model
LLMS
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Claude Code Three-Layer Memory System Explained
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Claude Code doesn't dump everything into your context window. It uses a three-layer memory system that keeps it coherent across sessions lasting days.
— Louis-François Bouchard 🎥🤖 (@Whats_AI) 2 mai 2026
Layer 1 is a lightweight index, always in context. Layer 2 is topic files, loaded only when needed. Layer 3 is full session… pic.twitter.com/3udnaP1x9MClaude Code doesn't dump everything into your context window. It uses a three-layer memory system that keeps it coherent across sessions lasting days. Layer 1 is a lightweight index, always in context. Layer 2 is topic files, loaded only when needed. Layer 3 is full session
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User Shares Daily Experience Working With Claude AI
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me and claude every. single. day. pic.twitter.com/xZYyMhldld
— Charly Wargnier (@DataChaz) 2 mai 2026me and claude every. single. day.
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MathForge Method Boosts AI Reasoning With Harder Math Problems
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What if making math problems harder actually boosts AI reasoning? Researchers from Renmin University, Alibaba, and other institutions introduce MathForge—a new method that flips the script. Instead of avoiding tough questions, it actively seeks them out. The approach combines
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Liquid AI Introduces Length-Normalized Direct Alignment Method
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We're quite fond of our length-normalized direct alignment at Liquid (see https://
arxiv.org/abs/2511.23404) -
Multi-Agent Systems Outperform Single Large Models in Research
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The breakthrough is not one bigger model. It is multiple agents with clear roles: → one designs the research steps
→ one uses real tools and databases
→ one checks the work to catch errors
→ one writes conclusions, but only when evidence supports them In other words, less -
Open Harnesses Needed as Model Providers Seek Lock-In
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switching model providers is easy switching harnesses is less so model providers want to lock you in via harness we need open harnesses!
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AI Agent Features: Evaluation Criteria, Grader Agent, and Dashboard UI
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Thank you @realDonaldTrump
, a true champion -
New Gemini Flash model spotted on LM Arena
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GOOGLE : A new Gemini Flash model has been spotted on LM Arena. Besides that, Vertex AI customers who still use Gemini Flash 2 received an email that it will be distributed soon. > Transition to Gemini 3.1 Flash Lite – Generaly Available soon! Soon h/t @hishtadlut
