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You guys get tickets that tell you what to do in detail?
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Talking to an LLM is often still a lower quality result than asking the lead engineer themselves or the collaborators they left behind. You're making a tradeoff between time taken and result quality.

Even the most AI-positive teams prefer human discussion when things get that tough. Given enough time, things will "click" for humans. LLMs don't work that way.

Even a team of all-new unfamiliar devs forced to study an old codebase will eventually figure out what it was about and pick up tons of nuance the LLM cannot. This is the nature of writing. It exists in a time and place beyond the pure literal text. Humans live in this context and can get into the headspace of the original dev(s).

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Agreed and I think the author agrees with this too. One of the ideas is that the devs should be discussing and documenting their intent outside of the code then letting AI tools generate the code as specified. "Engineering" should occupy the time that was previously occupied by "coding" and the context and writing should exist as intentional written context, not just poorly documented code.
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