- Retrieved examples are topically similar but produce a generic imitation of the author
- Choose a few representative pieces, describe the positive voice characteristics, and use the archive as reference rather than permission to copy phrases.
- The model gives inflated or unstable scores with vague feedback
- Require evidence for every deduction, use the same rubric each round, and compare the actual revision rather than chasing a target number.
- A rewrite changes a quotation, number, link, or source claim
- Lock cited material, compare factual spans after every round, and correct the draft from the original source.
- Repeated self revision makes the post longer or mechanically polished
- Limit the rounds, set a word budget, inspect each change, and let the author perform the last edit.