{"slug":"brycewang-stanford-humanize","source_name":"brycewang-stanford/humanize","name":"Brycewang Stanford/Humanize","description":"Humanization Pipeline Orchestrator v3.1 - Multi-pass 4-layer transformation pipeline\nOrchestrates G5 (Auditor), G6 (Humanizer), F5 (Verifier) in sequential passes\nEnforces checkpoints between every pass with mandatory AskUserQuestion\nSupports conservative (L1-2), balanced (L1-3), balanced-fast (L1-3 merged), aggressive (L1-4) modes\nRich Checkpoint v2.0: section-level scores, selective humanization, target auto-stop\nG5+F5 parallel execution, section-selective humanization\nTriggers: humanize, huma","version":1,"lift":{"pass_rate_delta_pts":36.36,"pass_rate_pct":54.5,"total_cases":22,"passed_cases":12,"tokens_delta_pct":496.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-08T10:59:11.032287+00:00"},"skill_score":0.5455,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":36.36,"with_pass_pct":54.5,"without_pass_pct":18.2,"tokens_delta_pct":496.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":15,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-08T10:59:11.032287+00:00","run_id":"8b33f8b5-6b2b-4555-8783-5abf4740d5a5","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":"NOASSERTION","install_count":0,"manifest_hash":"e1ffc2509a355fda676f8ac5679d89afad886db17387cb2ae1236282dd99ee7d","raw_url":"https://app.decimal.ai/s/brycewang-stanford-humanize/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-humanize"}