Cartridges: Lightweight and general-purpose long context representations via self-study
Paper: https://
arxiv.org/pdf/2506.06266
.pdf
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Code: https://
github.com/HazyResearch/c
artridges
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And also a wonderful blog: https://
hazyresearch.stanford.edu/blog/2025-06-0
8-cartridges
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LLMS
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Cartridges: Lightweight Long Context Representations via Self-Study
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Cartridge: Pretrained KV Cache Reduces ICL Memory Footprint
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It turns out you can achieve pretty decent performance with far less memory! All you need is this clever new primitive called Cartridge—a pretrained key-value (KV) cache designed to replace the expensive runtime memory footprint of in-context learning (ICL) for large corpora
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Request for Public Benchmarks to Evaluate Claude Code System Prompts
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@AnthropicAI Are there any public benchmarks I can run when developing a system prompt for Claude Code? I'm an ML person so it's fine if it's a repo with a bunch of steps etc. It's hard to know what's working just by feel, because tasks are always different.
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Comparing Top AI Models: Gemini Pro 2.5, ChatGPT 4o, and Claude
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Toss up between Gemini Pro 2.5 and ChatGPT 4o right now. Claude Sonnet 3.5 from June 2024 also still good
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Will We Ever Understand LLMs?
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AI is becoming a co-pilot for everything but we still don’t know why it works. Do you think we’ll ever fully understand LLMs? Or will we just learn to live with the black box? Drop your take below. I’m reading all the replies.
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LLMs remain a black box, study reveals
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A new study just exposed a hidden truth about LLMs: Your LLM is a black box. You don’t understand how it works and neither do its creators. Here’s what they found:
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OpenAI Updates ChatGPT Advanced Voice with Improved Translation Features
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OpenAI pushed an update to ChatGPT's Advanced Voice The release makes it more natural and effortless to talk to and more effective at translation —persistently translating for multiple turns until being asked to stop Available to all paid users
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OpenAI o4-mini Stuns Mathematicians Solving PhD-Level Problems
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Lors d’une réunion confidentielle à Berkeley, 30 des plus grands mathématiciens au monde ont mis à l’épreuve le nouveau modèle de raisonnement d’OpenAI, o4-mini, en lui soumettant des problèmes mathématiques inédits de niveau doctorat. Mais l’IA a sidéré l’assemblée en résolvant
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Reinforcement Pre-Training: Novel Approach to Model Training
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Reinforcement Pre-Training
Paper: https://
arxiv.org/pdf/2506.08007
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Reinforcement Pre-Training: Novel LLM Scaling via RL
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Reinforcement Pre-Training (RPT): A New Scaling Paradigm for LLMs via RL This paper proposes Reinforcement Pre-Training (RPT) — a fresh and ambitious reimagining of large language model (LLM) pre-training: instead of passive next-token prediction via supervised learning, RPT