Bilingual card and note for diagnose-aha-moment

README.md

@@ -1,8 +1,8 @@
 ---
 license: mit
 language:
-- zh
 - en
+- zh
 tags:
 - codex-skill
 - ai-agent
@@ -16,41 +16,190 @@ pretty_name: DiagnoseAhaMoment
 
 # DiagnoseAhaMoment
 
-`diagnose-aha-moment` is a ParaSkill research workflow skill for the `writer` family.
+English | [中文](#中文)
+
+## Overview
 
-## Purpose
+`diagnose-aha-moment` is a ParaSkill for **paper writing and revision**.
 
 Diagnose whether a paper's abstract/introduction creates a clear reviewer "Aha Moment". Identify the central realization (原来是这样 / 原来还能这样), separate problem / motivation / insight, list the commitments the opening makes, and check whether the method and experiments actually close those commitments. Use when evaluating or revising a paper's abstract or introduction narrative before submission. Output is a DIAGNOSIS only — do not rewrite the text here; hand off to a revision skill for that.
 
-## Metadata
+It is part of the ParadoxGPT / ParaSkill research workflow library. The skill is designed to be used as an agent instruction: it defines when to use the capability, what inputs are required, what output contract to follow, what failure modes to avoid, and which skill should receive the handoff next.
+
+## When To Use
+
+Use this skill when the task matches the skill description and the required inputs are available. It is especially useful inside paper-writing, reviewing, idea-development, experiment-design, or checker workflows where the agent must produce a bounded and auditable research action rather than a generic answer.
 
+## What Is Included
+
+```text
+DiagnoseAhaMoment/
+  SKILL.md
+  agents/
+    openai.yaml
+  README.md
+  LICENSE
+```
+
+`SKILL.md` is the actual skill instruction. `README.md` is this Hugging Face card.
+
+## Skill Metadata
+
+- Skill name: `diagnose-aha-moment`
 - Family: `writer`
 - Owner model: `ParadoxGPT-Writer-4B`
 - Output type: `diagnosis`
 - Version: `0.1`
 - Default language: `zh`
 
-## Included Files
+## Required Inputs
+
+- `title`
+- `abstract`
+- `introduction`
+- `method_summary`
+
+## Optional Inputs
+
+- `experiment_summary`
+- `reviewer_concerns`
+
+## Handoff
+
+This skill can hand off to:
+
+- `rewrite-abstract-with-commitments`
+- `detect-overclaim-missing-closure`
+- `map-claims-to-experiments`
+
+## Installation
+
+Copy the skill folder into a Codex-discoverable skills directory, or keep it inside a project repo and reference it explicitly.
+
+Typical local install:
+
+```bash
+mkdir -p ~/.codex/skills
+cp -r DiagnoseAhaMoment ~/.codex/skills/diagnose-aha-moment
+```
+
+Or use it from a project repo:
+
+```text
+Use the diagnose-aha-moment skill for this research workflow task.
+```
+
+## Example Prompt
+
+```text
+Use $diagnose-aha-moment.
+
+Inputs:
+- paper_context: <paper or section context>
+- task_goal: <what should be diagnosed, revised, judged, designed, or created>
+
+Follow the output contract in SKILL.md. Do not invent evidence, numbers, or claims that are not present in the provided context.
+```
+
+## Design Principles
+
+- Keep the action bounded and auditable.
+- Preserve scientific content unless the skill explicitly asks for revision.
+- Distinguish real evidence from presentation changes.
+- Surface failure modes and uncertainty instead of hiding them.
+- Hand off to the next skill when the current task boundary is exceeded.
+
+---
+
+# 中文
+
+## 概述
+
+`diagnose-aha-moment` 是 ParaSkill 中面向 **论文写作与修改** 的科研工作流 skill。
+
+诊断 abstract/introduction 是否让审稿人产生清晰认知更新，指出 Aha Moment 缺失的位置。
+
+它属于 ParadoxGPT / ParaSkill 科研工作流库。这个 skill 不是泛泛提示词，而是一段可复用的 agent instruction：它定义什么时候使用、需要哪些输入、输出必须满足什么 contract、要避免哪些 failure mode，以及下一步应该 handoff 给哪个 skill。
+
+## 什么时候使用
+
+当任务与该 skill 的描述匹配，并且 required inputs 已经具备时使用。它适合放在论文写作、审稿模拟、idea 打磨、实验设计或 checker 工作流中，让 agent 执行边界清楚、可审计、可交接的科研动作，而不是输出一段泛泛建议。
+
+## 包含内容
 
 ```text
 DiagnoseAhaMoment/
   SKILL.md
-  agents/openai.yaml
+  agents/
+    openai.yaml
   README.md
   LICENSE
 ```
 
-`SKILL.md` is the executable skill instruction. `README.md` is the Hugging Face card.
+`SKILL.md` 是真正给 agent 使用的 skill instruction。`README.md` 是 Hugging Face 页面展示的 card。
 
-## Installation
+## Skill 元数据
+
+- Skill 名称：`diagnose-aha-moment`
+- Family：`writer`
+- Owner model：`ParadoxGPT-Writer-4B`
+- Output type：`diagnosis`
+- Version：`0.1`
+- 默认语言：`zh`
+
+## 必需输入
 
-Copy this folder into a Codex-discoverable skills directory, or reference `SKILL.md` directly from an agent workflow.
+- `title`
+- `abstract`
+- `introduction`
+- `method_summary`
+
+## 可选输入
+
+- `experiment_summary`
+- `reviewer_concerns`
+
+## Handoff
+
+这个 skill 可以交接给：
+
+- `rewrite-abstract-with-commitments`
+- `detect-overclaim-missing-closure`
+- `map-claims-to-experiments`
+
+## 安装方式
+
+可以把这个 skill 文件夹复制到 Codex 能发现的 skills 目录，也可以放在项目仓库中，然后在提示词里明确引用。
+
+典型本地安装：
 
 ```bash
 mkdir -p ~/.codex/skills
 cp -r DiagnoseAhaMoment ~/.codex/skills/diagnose-aha-moment
 ```
 
-## Source
+也可以在项目内使用：
+
+```text
+请使用 diagnose-aha-moment skill 处理这个科研工作流任务。
+```
+
+## 示例提示词
+
+```text
+请使用 $diagnose-aha-moment。
+
+输入：
+- paper_context: <论文或章节上下文>
+- task_goal: <需要诊断、修改、判断、设计或生成的目标>
+
+请严格遵守 SKILL.md 中的 output contract。不要编造上下文中不存在的证据、数字或 claim。
+```
+
+## 设计原则
 
-This skill is part of the ParaSkill library for ParadoxGPT. The full routing table is maintained in `SKILL_INDEX.json` in the source bundle.
+- 让每次动作都有清楚边界，并且可审计。
+- 除非 skill 明确要求修改，否则保持科学内容不被改写。
+- 区分真实证据改进和 presentation 改写。
+- 暴露 failure mode 和不确定性，不把问题藏起来。
+- 超出当前 skill 边界时，交接给下一个合适的 skill。

agents/openai.yaml

@@ -1,4 +1,4 @@
 interface:
   display_name: "Diagnose Aha Moment"
   short_description: "Diagnose whether a paper's abstract/introduction creates a clear reviewer "Aha Moment""
-  default_prompt: "Use $diagnose-aha-moment for this research-writing task."
+  default_prompt: "Use $diagnose-aha-moment for this research workflow task."