Overview
Strip AI-generated artifacts from existing text while preserving intent and factual claims. Prefer small, local edits over rewrites unless explicitly requested.
Workflow
1) Establish baseline
- Identify the "source of truth" text (before the AI pass) if available.
- Identify the target audience (internal doc, public post, README, PR description, email).
- Preserve facts. If the text makes a claim without evidence, either add the missing specifics or remove the claim.
2) Remove slop patterns
- Delete filler and signposting ("In conclusion", "It's important to note", "Let's dive in", "As mentioned above").
- Replace inflated/marketing language with plain statements.
- Replace vague attributions ("experts say", "many believe") with something checkable or remove it.
- Remove list spam and "rule of three" rhythm when it's not natural.
- Prefer repeating the best word over synonym-cycling.
- Reduce em-dash / bold / emoji habits unless they already match the author's style.