Why they matter: These three concepts form the foundation for writing efficient, readable, and maintainable programs in any ...

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 ...

For over 5 years, Arthur has been professionally covering video games, writing guides and walkthroughs. His passion for video games began at age 10 in 2010 when he first played Gothic, an immersive ...

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。

如果你正在跑 Agent，今天至少做一件事：加一个最大步数限制。五分钟的改动，省下的可能是下个月某天凌晨的一笔意外 token 账单。然后开始写 JSONL——等你攒了 50 条 trace，HALO 这类工具也差不多成熟到能用了。 6 月 23 日到 24 日，Hacker News 首页在 24 小时内出现 ...