But that’s the thing though, my whole hypothesis was that opensource models are gonna be amazing Waiting until they already are is just reactionary and makes you pay for compute at a steep price
LLMS
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HiLight highlights key evidence in long contexts for frozen LLMs
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Can LLMs find a needle in a haystack of text? Stony Brook University and Meta AI present HiLight: a lightweight system that highlights key evidence in long contexts for frozen LLMs. Instead of rewriting or compressing input, it trains a small Actor to insert highlight tags
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Codex Model’s Role in Autonomous Design Execution
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No, Codex actually communicates with MagicPat, like it’s Codex that is making the designs. Having it running in the app is a nicer addition to the experience, but the real magic is that it’s Codex that is in control. In their video, it is just a browser lmao.
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Local Open-Source AI as a Strategy to Mitigate GPU Shortages
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I believe on-prem and local AI – based on @huggingface open-source models – will be an important answer to the GPU shortages this year (because they are cheaper, faster, safer than cloud APIs)!
— clem 🤗 (@ClementDelangue) 18 mai 2026
Great collaboration between @huggingface & @MichaelDell @Dell to make this a reality… pic.twitter.com/nSYfGnlPqWI believe on-prem and local AI – based on @huggingface open-source models – will be an important answer to the GPU shortages this year (because they are cheaper, faster, safer than cloud APIs)! Great collaboration between @huggingface & @MichaelDell @Dell to make this a reality
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LLMs Like ChatGPT Optimized for Persuasion, Impacting Social Intelligence
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This doesn't define human intelligence, in fact a human's ability to know when it is wrong to manipulate someone might be considered a pretty important element of social intelligence. But anyway, ever since ChatGPT LLMs have essentially been optimized for persuasion…
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Paper: GPT-5.4 Nano with Critic-Comparator Reaches SWE-bench Parity
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NEW paper worth reading. GPT-5.4 nano plus a critic-comparator orchestration loop hits 76.4% on SWE-bench Verified, matching standalone Gemini 3 Pro and Claude Opus 4.5 Thinking. The trick is to select from k=8 weak-model proposals using execution and proof signals. What does
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Seeking AI models for stylistic writing critique and sparring
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what’s the best model & harness that just gets writing vibe right? i don’t want any content generated, but sparring partner and for it to really get the style im going for so it can critique i mix up trying a lot of md files, examples and such
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The Strategic Shift Toward Proprietary Model Training in AI
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Very cool to see Cursor doubling down on training great models. In my opinion, ultimately all serious companies in AI will want to train models themselves, based on open-source instead of outsourcing AI to others via APIs!
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4 Prompting Styles to Master for AI Interaction
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4 prompting styles to master • Structured → precision
• Analytical → accuracy
• Conversational → speed
• Planning → execution Better prompts unlock different AI behaviors. Via Giuliano Liguori (
@ingliguori
) #AI #Prompts #GenAI -
New research paper and implementation for Delta-Mem LLM optimization
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Links: > https://
arxiv.org/abs/2605.12357 (paper, ~25 min read)
> https://
github.com/declare-lab/de
lta-Mem
… (repo, ~10 min setup)
> https://
huggingface.co/declare-lab/de
lta-mem_qwen3_4b-instruct
… (Qwen3-4B TSW) Subscribe at http://
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