{"slug":"aaron-he-zhu-message-test-designer","source_name":"aaron-he-zhu/message-test-designer","name":"Aaron He Zhu/Message Test Designer","description":"Use when the user asks to \"test our messaging before we scale it\", \"design a message-market-fit panel\", or \"run a 5-second comprehension test on our new tagline\"; produces a message-test design spec — hypothesis, panel and recruit criteria, comprehension / 5-second / message-market-fit (Wynter-style) protocols, stimulus set drawn from the canon, success thresholds, and a stop/revise decision rule — for the TALE Evaluate phase so the message is validated before any paid scale. It designs the test","version":1,"lift":{"pass_rate_delta_pts":72.73,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":109.6,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-14T00:22:21.969129+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":72.73,"with_pass_pct":95.5,"without_pass_pct":22.7,"tokens_delta_pct":109.6,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-14T00:22:21.969129+00:00","run_id":"abe69dab-f705-4918-968b-678014fc12f3","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":"323443df9baf10023637c48f6b35db8953a770bb742bbf8a77b1e21afe4ac020","raw_url":"https://app.decimal.ai/s/aaron-he-zhu-message-test-designer/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/aaron-he-zhu-message-test-designer"}