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Lydia Nottingham's avatar

> Lesson: just pasting text and asking LLMs to fix it is of course not going to work.

counter: maybe you need a better system prompt. [mine](https://open.substack.com/pub/lydianottingham/p/my-bayesian-chaplain?utm_campaign=comment-list-share-cta&utm_medium=web&comments=true&commentId=179845421) does just fine

> Lesson: literature search for non-academic work can take a lot of effort, and while Deep Research tools are the state of the art, as of 2025 they have many false negatives.

& even for academic! i learned of the papers in https://lydianottingham.substack.com/p/lit-review-stated-vs-revealed-preferences long after a Deep Research sweep that should've picked them up.

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Steven Adler's avatar

Appreciate you writing this! FWIW I thought the LLM’s suggestions seemed pretty fine? I was expecting much worse from the way you’d captioned!

I find something like ‘the writing process doesn’t end when you publish’ is a clearer and more hook-y title, and likewise for the opening lede with percentages. YMMV of course, and I agree on the general point that LLM prose is usually quite bad.

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