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萤石推出魔方 Pro 摄像机：一体化磁吸支架设计、自带 4G 网络
磁吸支架+4G网络+太阳能供电，萤石魔方Pro让安防摄像头安装更灵活。
IT之家 8 月 3 日消息，制造商萤石宣布推出一款魔方 Pro 摄像机，其主打一体化磁吸支架设计，可以灵活安装，不过官方尚未公布产品具体价格信息。 据介绍，该产品配备 8Mp 传感器，其云台支持 360 度无极旋转。摄像机自带 4G 网络，内置 5200mAh 电池，支持防水防尘，可接太阳能板，适…
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A Risk Decomposition Framework for Pre-Hoc Fine-Tuning Prediction
ICML 2026收录，提出一种预-hoc微调预测的风险分解框架，为模型微调前的风险量化提供理论新工具。
arXiv:2606.17649v1 Announce Type: cross Abstract: The high cost of fine-tuning LLMs poses a significant economic barrier; pre-hoc performance predicti…
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Parthenon Law: A Self-Evolving Legal-Agent Framework
法律AI代理新框架，自我进化解决端到端法律事务的三大障碍。
arXiv:2606.04602v1 Announce Type: new Abstract: As agents grow more capable, legal-domain LLM agents promise to turn document-heavy matters into revie…
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CausalFlow: Causal Attribution and Counterfactual Repair for LLM Agent Failures
CausalFlow 以因果归因与反事实修复，直击 LLM Agent 决策失败根源。
arXiv:2605.25338v1 Announce Type: cross Abstract: Large language model (LLM) agents frequently fail on multi-step tasks involving reasoning, tool use,…
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Sapper: Towards the ideal web app framework
Sapper基于Svelte，优雅实现SSR+PWA+代码分割，理想Web框架的范本。
Quickstart for the impatient: the Sapper docs , and the starter template If you had to list the characteristics of the perfect Node.js web application…