- What changed
- Thomas Ptacek published a guideline and prompt strategy recommending the use of LLMs solely for copyediting and fact-checking rather than generating text.
- Why you should care
- Restricting LLMs to editorial tasks preserves author voice while leveraging AI for mechanical checks.
- Your move
- Test. Evaluate using LLMs exclusively for proofreading to see if it improves quality without harming personal writing voice.
- What to watch next
- Further community adoption of restricted LLM proofreading workflows.
- Event
- opinion
- Event date
- Sep 17, 2026
- Relevant to
- General AI readers