Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning
Researchers propose skill entropy as a metric to evaluate and improve long-horizon reasoning in LLMs, addressing limitations of existing benchmarks that focus on isolated skills. The method quantifies a model's ability t…
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Google plans to kill Assistant on your phone on September 4
Google plans to discontinue Google Assistant on mobile devices on September 4. This transition will replace Assistant with Gemini as the sole interface for voice control. Read original
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Zero-Mem: Zero-Token Memory Operations for LLM Agents
Zero-Mem introduces a novel approach to memory operations for LLM agents by implementing zero-token memory management. This technical framework aims to optimize how agents store and retrieve information without consuming…
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AI Roundup (Aug 06): Ilya's SSI Sets a Date, Grok 4.6 Lands, and ByteDance Goes Full-Duplex
Three things moved the needle in AI today: the industry's most secretive lab finally put a date on its debut, xAI locked in a two-model release window, and ByteDance shipped a natively full-duplex aud
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DeepSeek V4 Flash: 11 → 25 tok/s with one bash command (llama.cpp b10270)
A user discovered that upgrading to a specific llama.cpp build (b10270) doubled DeepSeek V4 Flash inference speed from 11 to 25.9 tok/s on an M4 Max, with the performance gap traced to the build itself rather than the mo…
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Agent skill that removes signs of AI-generated writing from text
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ADR secures enterprise AI agents through observability, security benchmarking, and threat detection. Deployed at Uber.
→ View original sourcePosition: LLMs Can't Jump
The paper explores limitations in Large Language Models' (LLMs) ability to perform tasks requiring sequential processing or dynamic adaptation. Researchers highlight challenges in handling context-dependent logic and rea…
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AI Agent vs. Chatbot: What Actually Changes When Software Can Take Action
The article explores the distinction between AI agents and chatbots,
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Qwen3-TTS voice cloning is now in mainline llama.cpp — the old demo finally became real support
People may remember the Qwen3-TTS llama.cpp demo from a few months ago. That PR said it probably wouldn’t be merged because llama.cpp was missing some of the graph and API pieces it n
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NVIDIA Releases Alpamayo 2 Super: A 34B Open Vision-Language-Action Model for Robotaxis and Autonomous Driving Under OpenMDW-1.1
NVIDIA Releases Alpamayo 2 Super: A 34B Open Vision-Language-Action Model for Robotaxis and Autonomous Driving Under OpenMDW-1.1 Here are some key takeaways: 1. The architectur
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