（1）背景：大语言模型（LLM）生成代码常含降低可维护性的代码异味（code smell），生成模型能否有效重构自身输出（自重构，self-refactoring）尚未被验证。（2）方法：研究人员构建含六类LLM专属Python 3.12代码异味分类法（F1= （1）背景：大语言模型（LLM）生成代码常含降低可维护性的代码异味（code smell），生成模型能否有效重构自身输出（自重构，self ...

Five free Marketplace extensions promise private, locally run coding assistance as developers look for alternatives to metered cloud AI.

I installed over 100 Claude Code plugins so you don't have to. Here's the signal from the noise.

我们决定尝试一个元实验：将 LangChain4j 的文档交给一个代码助手，并要求它参照自己构建一个智能体。具体来说，我们希望它能设计一个多智能体系统，使它能够像人类工程师或代码助手那样编写、测试和调试代码。

Spread the loveThe tech landscape is shifting beneath our feet, and if you’re not paying attention, you could be left behind.

Project Valhalla’s value classes are heading to JDK 28, a 197,000-line change that rewrites how Java handles object identity. Oracle software engineer Lois Foltan has confirmed that Java Enhancement ...

Claude Code offers a unique way for non-coders to automate tasks and manage workflows without needing programming expertise. Simon Scrapes explains how this system goes beyond simple chat interactions ...

In January 2026, Anthropic CEO Dario Amodei made a prediction that sent ripples through the technology sector: the world might be only six to 12 months away from AI models capable of performing all ...

In 2026, you cannot pry AI coding tools out of developers’ vise grip, researchers have discovered. But while AI is undoubtedly helping coders produce code faster, it may not be producing better code, ...

The controversy over vibe coding reached a new high this week after a developer added hidden instructions to his open source Java testing app to sabotage projects performed by AI coding agents. The ...

Software companies are constantly trying to add more and more AI features to their platforms, and AI companies are constantly releasing new models and features. It can be hard to keep up with it all, ...

Add Decrypt as your preferred source to see more of our stories on Google. An AI agent’s performance optimization pull request was closed because the project limits contributions to humans only. The ...