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LLM-agent services repeatedly execute small deterministic transitions between model and tool calls: route an outcome, update state, and emit the next effect. We ask when this control path exposes enou
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This paper introduces ToolHazard, a scalable adversarial environment synthesis framework designed to evaluate the security and alignment of LLM-based agents integrated with external tools. Unlike prior approaches that re…
→ View original sourceUnsloth provides a local UI for running and training large language models (LLMs) and diffusion models, supporting frameworks like Qwen3.8, Kimi K3, MiniMax-H3, Gemma 4, DeepSeek-V4, and FLUX. It enables users to fine-tu…
→ View original sourceDeepSeek has released the V4 Pro 0813 model, now available via OpenRouter. This update provides access to the latest iteration of the DeepSeek V4 Pro series for developers and users. Read original
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The article argues that traditional prompt engineering is becoming obsolete as AI models grow more sophisticated, shifting focus toward "context engineering" — the strategic design and management of input context to guid…
→ View original source🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
→ View original sourceholaOS is an open-source, all-in-one AI agent workspace designed to run various agents, such as Claude Code and Codex, across diverse tools and files. It features over 100 integrations including Model Context Protocol (M…
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A recent analysis of rising Claude Code skill searches reveals that four of the seven fastest-growing skills are related to design. This trend highlights the increasing demand for design capabilities in AI-driven code en…
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Llama.cpp is a project focused on running large language models efficiently on local devices, as highlighted by its recent announcement on Hacker News. The initiative aims to optimize performance and accessibility for us…
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What was released / announced H3-metal is a native MiniMax-H3 inference engine designed specifically for Apple Silicon, allowing developers to run AI models efficiently on Apple devices. Th
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