{"slug":"aperivue-humanize","source_name":"aperivue/humanize","name":"Aperivue/Humanize","description":"Detect and remove AI writing patterns from academic manuscripts and response-to-reviewers letters. Scans for 27 common AI-generated text patterns and rewrites flagged passages to sound naturally human-written while preserving technical accuracy, bounding how much of the text a rewrite is allowed to touch.","version":1,"lift":{"pass_rate_delta_pts":36.36,"pass_rate_pct":81.8,"total_cases":22,"passed_cases":18,"tokens_delta_pct":207.1,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-24T22:21:39.402150+00:00"},"skill_score":0.8182,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":36.36,"with_pass_pct":81.8,"without_pass_pct":45.5,"tokens_delta_pct":207.1,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-24T22:21:39.402150+00:00","run_id":"14137ff9-0829-4948-92c4-47bbb61a5a36","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"030e27b68b0a988335ba42c10f62289ec3a9b300a944b0a5fa83a74fa51dda6c","raw_url":"https://app.decimal.ai/s/aperivue-humanize/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/aperivue-humanize"}