“Solve the Loop: Attractor Models for Language and Reasoning” Looped Transformers can refine their thoughts internally, but they are usually unstable and tied to a fixed number of loops. So this paper turned recurrence into a fixed-point problem, where a Transformer first makes
LLMS
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ELF: A New Approach to Diffusion Language Models in Embedding Space
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“ELF: Embedded Language Flows” Most diffusion LMs still treat language as discrete tokens, or keep forcing continuous states back into token space during generation. This paper runs diffusion almost entirely in continuous embedding space, then convert to tokens only at the
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Learning Word Vectors for Sentiment Analysis
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Learning Word Vectors for Sentiment Analysis! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding
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Optimizing Prompt Strategies for Different AI Task Goals
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Different goals need different prompts • Structured → clarity
• Analytical → evidence
• Conversational → creativity
• Planning → execution The best prompt matches the task. Via Giuliano Liguori (
@ingliguori
) #AI #Prompts #GenAI -
Cline SDK Released with Benchmark Performance Metrics
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Cline SDK is live. 74.2% on Terminal Bench with Opus 4.7. Ahead of gpt-5.3-codex and Gemini 3.1 Pro. Open source.
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Cline SDK Launches with Agent Runtime and Benchmark Performance
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Cline SDK is live. Open source agent runtime, plugin system, hub-backed sessions, cron workflows.
— AI Highlight (@AIHighlight) 13 mai 2026
74.2% on Terminal Bench with Opus 4.7. Top of the leaderboard. https://t.co/CEcsCqMrzJCline SDK is live. Open source agent runtime, plugin system, hub-backed sessions, cron workflows. 74.2% on Terminal Bench with Opus 4.7. Top of the leaderboard.
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Comparative analysis of GQA, MLA, and Gated DeltaNet model architectures
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Yes! It would be interesting whether this happens in GQA:SWA models only though or also in MLA or Gated DeltaNet models, for example.
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Curiosity about Gemini’s arrival in the local apps race
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Really curious to know when Gemini will join the Cowork & Codex race to build a local application that is not reserved only for developers. Antigravity hasn't published updates on X for a month, and remains very software-focused.
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TACO: A New Training-Free Framework for Terminal AI Agents
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What if your terminal agent could learn to ignore the noise and keep only what matters? Researchers from University of Manchester, HKUST, and Beihang University present TACO — a plug-and-play, training-free framework that automatically discovers and refines compression rules