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Unsloth Desktop brings Local AI to the masses

Ever since I got involved with local LLMs I wanted to share the magic with my friends. The process before involved either Ollama or llama.cpp, which are great, but the setup was difficult and a…

Agent Security Attack Surface Analysis: Risk Map and Defense Practice

Agent 安全攻击面分析:风险图谱与防御实践 随着 LLM Agent 从实验室走向生产环境,其安全问题已经从"理论担忧"变成了"现实风险"。2026年,多起 Agent 系统被攻击或滥用的案例表明: Agent 的能力越强,攻击面越大 。本文系统梳理当前 Agent 系统的核心攻击面,提供可操作的防御建议。 一、为什么 Agent 系统攻击面比普通 LLM 大得多? 传统 LLM…

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