今年3月，腾讯发布了《2026年AI人才报告》，其中提到“AI辅助编程工具使通用型开发任务效率提升约50%”。这个数字在测试圈的讨论群里引发了一轮激烈争论。不是因为50%有多吓人，而是因为测试本身就是一道“执行质量”的防线——如果连执行者都在被加速，这道防线还能守多久？ 更具体的信号在最近两个月开始密集出现。 4月份，JetBrains Rider 2026.2 EAP发布了一个新特性：AI ag ...

大家好，我是冷逸。 硅谷最近兴起了一种“Tokenmaxxing”（Token刷榜）文化。 Meta内部搞了个Claudeonomics榜，专门追踪员工的Token消耗量，30天内全公司消耗超60万亿Token；黄仁勋直说，如果年薪50万美元的工程师一年没有消耗25万美元的Token，他会“深感不安”；还有OpenAI工程师晒账单，一周两千多亿Token，算下来几万美元就这么没了。 说实话，第一次 ...

作者 | 褚杏娟据 Business Insider 报道，Anthropic 正在通过一个由约 1000 名人类软件工程师参与的项目，提升旗下 AI 编程工具 Claude Code 的表现。该项目在数据标注公司 Snorkel AI 内部代号为 “Marlin”，核心目标并不是简单让模型“会写代码”，而是让 Claude Code ...

MCP Server（Model Context Protocol 服务器）是让 AI 模型调用外部工具与数据的标准化接口，由 Anthropic 于 2024 年底开源后迅速成为行业标准。截至 2026 年 4 月，Python SDK 在 ...

【新智元导读】Anthropic自家工程师早已基本不写代码了，却280美元一个任务，花钱请约1000名外部工程师，手把手教Claude Code写出好代码。喂养前沿模型的，终究还是人。 最近，一篇报道把Claude Code的「进步秘笈」摆在了台面上。 Business Insider称，Anthropic有一个 ...

I have spent years exploring the best ways to streamline my coding workflow, but my recent experience with Claude has been a breakthrough. When it comes to Python, I usually prefer a right mix of ...

I wore the world's first HDR10 smart glasses TCL's new E Ink tablet beats the Remarkable and Kindle Anker's new charger is one of the most unique I've ever seen Best laptop cooling pads Best flip ...

AI thrives on data but feeding it the right data is harder than it seems. As enterprises scale their AI initiatives, they face the challenge of managing diverse data pipelines, ensuring proximity to ...

You're currently following this author! Want to unfollow? Unsubscribe via the link in your email. When Dan Lorenc, the CEO and cofounder of cybersecurity startup Chainguard, was asked which AI coding ...

For months, the leading AI coding benchmarks have told enterprise buyers a comforting but misleading story: the top models are all roughly the same. OpenAI's GPT-5 family, Anthropic's Claude Opus, and ...

It feels like it has gotten so common to ask an AI to fix your mistakes since it's easier than debugging. That's okay in most cases, but you need to go to the right AIs. I tested a few of them to see ...