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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 安全攻击面分析:风险图谱与防御实践

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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