测试与安全

message-test-designer

aaron-he-zhu/aa…g-skills

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; it never runs the experiment or adjudicates a claim. Not for running the panel or A/B experiment — use send-experiment-designer or ad-test-designer; not for analyzing the results — use performance-analyzer; not for authoring the message itself — use message-system-architect. 消息测试/理解度测试/面板设计/五秒测试/消息市场契合

  • 1023 次安装
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安装命令

npx skills add https://github.com/aaron-he-zhu/aaron-marketing-skills --skill message-test-designer

SKILL.md

Message Test Designer

Designs the pre-scale message validation for a candidate narrative — the hypothesis, the target panel and recruit criteria, the comprehension / 5-second / message-market-fit (Wynter-style) protocols, the stimulus set drawn from the canon, the success thresholds, and the stop/revise decision rule. It sits in the Evaluate phase of the TALE loop and feeds the E sub-item the message is tested before scale (comprehension / 5-second / message-market-fit panel) — see tale-benchmark.md. Its output is a test design spec only: this skill designs the test, hands execution to the experiment builders, and never runs the panel, analyzes results, or adjudicates a claim. It also encodes the E1 discipline downstream — a message that fails its test triggers revision, not louder repetition (the narrative-whiplash guardrail's counter-move).

Scope guard: this skill produces the test design document only. It does not run the panel or the A/B experiment (hand execution to send-experiment-designer or ad-test-designer), analyze the returned results (use performance-analyzer), author or edit the message under test (message-system-architect owns the durable house), adjudicate any claim in the stimulus (unverifiable claims are marked [needs source] and submitted to memory/events/claims.ndjson via an authorized operation: propose request to registry-events.py — offer-claims-registry is the sole adjudicator), or compute the TALE profile result (only the narrative-quality-auditor gate scores TALE). It works one lever — test design — and hands off.

Quick Start

Design a message-market-fit panel test for [tagline / one-liner]. Target panel: [role / segment]. Variants: [list or "single"].
Design a 5-second comprehension test for our new homepage hero: "[headline + subhead]". What do we measure and what's the pass bar?
We have three positioning statements. Design the Wynter-style test that tells us which one lands before we scale spend.