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· · 来源:tutorial资讯

I’ve seen engineers (and have been one myself) create abstractions to avoid duplicating a few lines of code, only to end up with something far harder to understand and maintain than the duplication ever was. Every time, it felt like the right thing to do. The code looked more “professional.” More engineered. But the users didn’t get their feature any faster, and the next engineer to touch it had to spend half a day understanding the abstraction before they could make any changes.

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On top of that, I built a dedicated agent-turn pipeline. When Flux signals the end of a user turn, this pipeline kicks off a real-time sequence:

The full source code is available on GitHub: github.com/NickTikhonov/shuo

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