Loop 并不神秘。传统开发里一直有各种 loop：消息消费循环、任务调度循环、CI Pipeline、状态机、重试队列、前端交互流、异步 Job Runner。 最近 Agent Loop 被频繁提起。 我的第一反应是先把它放回工程现场里看。 Loop 并不神秘。传统开发里一直有各种 loop：消息消费 ...

New benchmarks show semantic code graphs helping coding agents find change locations faster and complete updates more ...

Spring AI 2.0 advances the Java framework for generative AI apps with a Spring Boot 4 baseline, cleaner agentic tooling, Model Context Protocol support and vendor-backed integrations including Azure ...

验证：这是最核心的一步。让写代码的AI给自己打分，它只会盲目自我赞美。因此，必须引入一个完全独立的、默认持怀疑态度的「评估者」智能体来挑错。 让 AI 自己给自己打分，它几乎总会夸自己，因为它脑子里装着自我说服链条。而解法，就是引入一个独立的评估 Agent，默认假设代码是坏的。

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Abstract: Verifiers that can prove programs correct against their full functional specification require, for programs with loops, additional annotations in the form of loop invariants-properties that ...

Cloudflare has confessed to a coding error using a React useEffect hook, notorious for being problematic if not handled carefully, that caused an outage for the ...

JavaScript is a sprawling and ever-changing behemoth, and may be the single-most connective piece of web technology. From AI to functional programming, from the client to the server, here are nine ...

This Sonar project is a code analyzer for Java projects to help developers deliver integrated code quality and security. Information about the analysis of Java ...

Community driven content discussing all aspects of software development from DevOps to design patterns. The speed and efficiency of traditionally developed software applications is limited by the fact ...