我试过用 250 行左右的 Java 把这三块拼成一个能跑的最小闭环，跑通之后再看 Claude Code、Cursor 这类产品，会发现它们的骨架和这个 demo 完全一致，差别只在每一环的深度。这篇文章就按这个骨架走：先讲清楚为什么需要 Loop，再给出可复制的工程结构和关键代码，最后用 TaoToken 的统一 Key/API 通道把 ...

本内容遵循CC 4.0 BY-SA版权协议 “Harness、Loop、Graph”这六个字，最近半年在我们团队的站会上出现频率比“需求排期”还高。它不是某个新出的开源框架名字，也不是某家大厂刚发布的白皮书概念——它是我在交付金融风控Agent平台、智能客服调度Agent集群、以及 ...

我们让 AI 改一封邮件、补一个函数、做几页 PPT。任务被切成小块，步骤由人提前定好，AI 只是把执行环节做快。至于为什么做、还有没有别的办法、结果能不能直接拿去用，仍然留给人处理。 Felix Rieseberg 参与 Claude 的开发，却几乎每天还会遇到自己没想过的用法。 他是 Anthropic 工程经理，曾负责 Claude.ai、Cowork 和 Claude Code Deskt ...

When writing Java, seeing red wavy lines or English error messages can be startling. However, error messages are hints that ...

description Add a TLA+ model to a Java project, so that TLC checks the invariants its core logic must keep (an order lifecycle, a saga, a circuit breaker, a lease, an idempotency key, a workflow) over ...

I created 100 practice questions for the Java Silver exam and verified the answers by actually running the code for every question on both JDK 11 and JDK 17. Along the way, I compiled 10 points where ...

JavaFX Chat Room is a real-time messaging application built in Java using a client-server architecture. Multiple users connect to a central server, register unique usernames, create or join chat rooms ...

Nvidia gave us access to its Vera data center CPU for testing against Intel's Granite Rapids-AP and AMD's EPYC Turin.

An open-source optimization framework developed with CERN has automated accelerator tuning at GSI and FAIR, cutting SIS18 ...

AI coding tools are changing how students learn to program. Explore the research and a practical routine for building coding, ...

TornadoVM, an open-source heterogeneous programming framework for Java has reached version 7.0. It automatically accelerates ...