Read-only slop review of prose, documentation, reports, agent output, commit messages or PR descriptions. Use when someone asks what is wrong with a draft, asks for an editorial or quality review, asks whether text is padded, vague, puffed up, unsourced or hollow, or asks whether writing "sounds like AI". Produces a…
Repair pass that consumes an existing slop-review findings report and fixes only what it lists. Use when someone asks to clean up, de-slop, tighten, fix or rewrite a draft, documentation page, report or agent output after a review has been produced, or asks to strip vendor residue and placeholder text. Cuts padding…
Verification pass for citations, links, package names and vendor residue. Use when someone asks whether the sources in a document are real, asks to check DOIs, ISBNs, arXiv IDs or URLs, asks whether a cited source actually supports the claim attached to it, asks to check that imported packages exist, or asks to strip…
Remove AI-generated writing patterns while maintaining professional authority. For business communications, reports, proposals, RFP responses, white papers, articles, and professional writing. Strips AI patterns without becoming casual.