Deep dive into how the Agentic Context Engineering system enables Claude Code with persistent memory capabilities, eliminating repetitive and inefficient AI conversations

深度解析如何通过Agentic Context Engineering系统，让Claude Code具备持久记忆能力，告别重复低效的AI对话

How to use a source-driven workflow to make AI a reliable analysis accelerator rather than a source of hallucination when facing unfamiliar third-party libraries

面对陌生三方库时，如何通过源码驱动的工作流，让AI成为可靠的分析加速器而非幻觉来源

Why even if you're just using large language models to generate code, you need to understand reward hacking issues and how to protect yourself as an independent developer

为什么即使你只是使用大语言模型生成代码，也需要了解奖励黑客问题，以及如何作为独立开发者保护自己

Based on the sound effect mode button refactoring case, deeply analyze the pros and cons of the main agent + multiple sub-agents collaborative coding mode and practical experiences

基于音效模式按钮重构案例，深入分析主 agent + 多个子 agent 协同 coding 模式的优缺点与实践经验