InfoQ

Evaluating AI Agents in Practice: Benchmarks, Frameworks, and Lessons Learned

This article introduces practical methods for evaluating AI agents operating in real-world environments. It explains how to ...

基于NLP噪声注入的邮件安全逃逸机制与防御策略研究

随着自然语言处理（NLP）技术在电子邮件安全领域的广泛应用，基于语义分析和上下文理解的检测模型已成为抵御网络钓鱼攻击的核心防线。然而，威胁行为者正迅速适应这一技术变革，开发出针对性的对抗性攻击手段。本文基于KnowBe4威胁情报团队对40起新兴攻击案例的深度分析，系统研究了“噪声注入”（Noise Injection）这一新型混淆技术。该技术通过在恶意邮件底部追加大量良性文本、合法链接及HTML换 ...

医疗机器人系统网络钓鱼攻击链分析与防御架构重构

随着医疗信息化与智能化程度的不断加深，以达芬奇手术系统（da Vinci Surgical System）为代表的医疗机器人已深度嵌入现代外科手术流程。然而，2026年3月发生的针对直觉外科公司（Intuitive ...
NetEye Blog

Reflections on Running LLMs Locally: Why It Is Worth Running Them on Your Own Infrastructure

Model selection, infrastructure sizing, vertical fine-tuning and MCP server integration. All explained without the fluff. Why Run AI on Your Own Infrastructure? Let’s be honest: over the past two ...
Nature

Computer science articles from across Nature Portfolio

Computer science is the study and development of the protocols required for automated processing and manipulation of data. This includes, for example, creating algorithms for efficiently searching ...