| name | persona-probe |
| description | Start project 时用 8 种 stakeholder 视角（reviewer / PI / 同领域学生 / 跨领域学者 / 工业界 / 政策制定者 / 中文用户 / 复现者）各提 3 个问题，作为后续 AskQuestion 的弹药库。Use when user says "persona probe", "8 stakeholder", "reviewer 视角", "各角度问题", "stakeholder questions", "想问题". |
| argument-hint | [topic-or-proposal-md] |
| allowed-tools | Read, Write, Agent |
/persona-probe — 8-Persona Stakeholder Probe
借鉴 autoresearch (uditgoenka) /probe。NOVELTY gate 必备产物。
Overview
8 个固定 persona × 3 question each = 24 question 弹药库。
| Persona | 关心点 |
|---|
| Reviewer (顶会) | novelty / soundness / experiment rigor |
| PI (你导师) | story / position in lab roadmap |
| 同领域 PhD | reproducibility / hyperparam sensitivity |
| 跨领域学者 | accessibility / 跨场景 generalization |
| 工业界 ML engineer | inference cost / deployment friction |
| 政策制定者 / ethicist | bias / dual-use / safety |
| 中文社区用户 | localization / Chinese-data 适配 |
| 复现者 (3 年后) | environment / data / ckpt 可获得性 |
When to Use
- Stage 1 NOVELTY gate 前
- 任何重大决策（如换 baseline）前
Workflow
- Read input topic / proposal
- 对每个 persona，prompt sub-agent: 「from $persona's POV, what are the 3 most uncomfortable questions you'd ask about $proposal?」
- 汇总 →
idea-stage/persona_questions.md
- 每题给 placeholder answer (
TBD by user/agent in Stage 4 verify)
Output
idea-stage/persona_questions.md — 8 sections × 3 questions
Composition
- NOVELTY gate 检查本 skill 输出存在 + 行数 ≥ 24
- Stage 4
/sprint-contract verify 字段引用本 skill 输出
- Stage 8
/rebuttal 优先答 reviewer persona 的问题
