本文从原理到实践系统地分享了如何高效使用AI编程工具。涵盖其底层机制（如Token计算、工具调用、Codebase索引与Merkle ...

过去两年，AI Coding 的发展速度超出了所有人的预期。从最初的智能补全，到今天的多Agent协作系统，这个领域像是踩在加速键上。2025 年，几乎所有大模型厂商都在谈 Coding Agent。从 OpenAI ...

在早期， Fine-Tuning 被视为一种直接方案：通过在大模型层面注入领域知识，补充其世界模型的盲区。但实践很快证明，这种方式在 AI Coding 场景下成本高昂、灵活性不足，且难以应对多模型频繁切换的现实需求。相比之下，以 RAG 为代表的 ...

这一次，它直接甩出了一份硬核成绩单，在衡量多语言软件工程能力的Multi-SWE-bench榜单中，以仅10B的激活参数拿下了49.4%的成绩，超越了Claude Sonnet 4.5等国际顶尖竞品，拿下全球SOTA。

What if the future of software development wasn’t just faster or more efficient, but fundamentally reimagined? Picture a world where coding no longer requires juggling countless tools, where debugging ...

如果你问一个 2024 年的开发者“AI 能写代码吗？”，他可能会说：“有时候可以，但不靠谱，还得自己改。” 到了 2025 年底，同样的问题换来了疑惑的表情：“啊？现在谁写代码不用 AI？” ...

Vibe coding turns software development into a conversation. You focus on the idea, and the AI model handles most of the implementation. Barbara is a tech writer specializing in AI and emerging ...

French AI startup Mistral today launched Devstral 2, a new generation of its AI model designed for coding, as the company seeks to catch up to bigger AI labs like Anthropic and other coding-focused ...

What if I told you there’s an AI that could transform the way you code, one that doesn’t just assist but actively transforms your workflow? Meet Droid, the latest innovation from Factory AI, designed ...

Forbes contributors publish independent expert analyses and insights. Dr. Lance B. Eliot is a world-renowned AI scientist and consultant. In today’s column, I continue my ongoing series about vibe ...

AI is increasing both the number of pull requests and the volume of code within them, creating bottlenecks in code review, integration, and testing. Here’s how to address them. AI is dramatically ...

AI-assisted coding is transforming how software gets built, accelerating development cycles, reducing repetitive work and helping teams bring ideas to life faster. But speed can come with a price.