{"slug":"aaron-he-zhu-paid-measurement-loop","source_name":"aaron-he-zhu/paid-measurement-loop","name":"Aaron He Zhu/Paid Measurement Loop","description":"Use when the user asks to \"read back\" a paid campaign change, \"did this ad change work\", or \"compare ROAS/CPA before and after\"; reads ROAS/CPA against a control over a fixed readback window and returns a Promote / Keep-testing / Rollback / Unproven readback decision with the math delegated to roi-calculator. Not for RQS scoring or veto adjudication — use ad-account-auditor; not for the ROI ratio math — use roi-calculator; not for cross-channel rollups — use performance-analyzer. 付费广告复盘/ROAS回看/投","version":1,"lift":{"pass_rate_delta_pts":56.52,"pass_rate_pct":87,"total_cases":23,"passed_cases":20,"tokens_delta_pct":89.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-13T06:51:16.259123+00:00"},"skill_score":0.8696,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":56.52,"with_pass_pct":87,"without_pass_pct":30.4,"tokens_delta_pct":89.8,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":23,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-13T06:51:16.259123+00:00","run_id":"f2aa1bc5-094c-4388-9c52-6e67b3df8321","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":"ecad6f664b910e64e2b2333062c4f7f84b4a221641264a176f307fc4e98b473f","raw_url":"https://app.decimal.ai/s/aaron-he-zhu-paid-measurement-loop/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/aaron-he-zhu-paid-measurement-loop"}