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Recording the full process from idea → structure → implementation → review: LLM engineering, Agent practice, software engineering methods, and continuous learning notes.

Latest2026-03-0511 min readLLM Technology
Code Can Be Imperfect, Architecture Cannot Be Chaotic: AI Coding Practices in a Cross-Platform Team

Over the past six months, I've been deeply using AI programming in an Android + iOS cross-platform project. Logic is highly aligned across both platforms, with累计 code volume in the hundreds of thousands of lines. Honestly, I stumbled through plenty of pitfalls along the way, but also摸索 out some fairly reliable methodologies. This article isn't a tutorial on how to use AI tools—there's already enough of that content online. What I want to discuss is the shift in mindset: when AI becomes the primary code producer, what adjustments should engineering practices make?