{"slug":"aaron-he-zhu-preference-frequency-manager","source_name":"aaron-he-zhu/preference-frequency-manager","name":"Aaron He Zhu/Preference Frequency Manager","description":"Use when the user asks to \"build a preference center\", \"set up a frequency opt-down ladder\", \"give people a step-down instead of unsubscribe\", or \"design a topic/cadence preference page\"; produces a preference-center field spec, a frequency/topic opt-down ladder (down-tier paths that substitute for a hard unsubscribe), a preference-to-suppression mapping, and a SEND N-dimension sub-item note on preference-center / frequency options offered. Not for the lifecycle flow map or cadence governance — ","version":1,"lift":{"pass_rate_delta_pts":50,"pass_rate_pct":90.9,"total_cases":22,"passed_cases":20,"tokens_delta_pct":72.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-13T07:09:23.012444+00:00"},"skill_score":0.9091,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":50,"with_pass_pct":90.9,"without_pass_pct":40.9,"tokens_delta_pct":72.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-13T07:09:23.012444+00:00","run_id":"0cc36053-1d8f-4c62-9303-cb5eb4def877","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":"Apache-2.0","install_count":0,"manifest_hash":"45fbdef5fe22097c1439b2cb8b6d750c99276790f6bf22dfd78594f9c1351300","raw_url":"https://app.decimal.ai/s/aaron-he-zhu-preference-frequency-manager/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/aaron-he-zhu-preference-frequency-manager"}