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bhxdianzhang/AmplifyGenuineStrengths

AmplifyGenuineStrengths English | 中文 Overview amplify-genuine-strengths is a ParaSkill for paper writing and revision. Make the paper's REAL strengths visible to the reviewer — articulate them clearly and place them where they count. Grounded in ARGAR's finding that highlighting strengths is the stable, effective lever (impress > convince), but applied HONESTLY: only amplify strengths that are backed by evidence in the paper; flag any "strength" with no supporting… See the full description on the dataset page: https://huggingface.co/datasets/bhxdianzhang/AmplifyGenuineStrengths.

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Dataset Card

AmplifyGenuineStrengths

English | 中文

Overview

amplify-genuine-strengths is a ParaSkill for paper writing and revision.

Make the paper's REAL strengths visible to the reviewer — articulate them clearly and place them where they count. Grounded in ARGAR's finding that highlighting strengths is the stable, effective lever (impress > convince), but applied HONESTLY: only amplify strengths that are backed by evidence in the paper; flag any "strength" with no supporting evidence so it is NOT inflated. Output is a placement/phrasing plan, not a rewrite of evidence.

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
AmplifyGenuineStrengths/
  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: amplify-genuine-strengths
  • —Family: writer
  • —Owner model: ParadoxGPT-Writer-4B
  • —Output type: revision
  • —Version: 0.1
  • —Default language: zh

Required Inputs

  • —paper_context
  • —strengths_evidence

Optional Inputs

  • —target_section

Handoff

This skill can hand off to:

  • —revise-by-criterion
  • —enforce-content-preservation-zones
  • —diagnose-aha-moment

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 AmplifyGenuineStrengths ~/.codex/skills/amplify-genuine-strengths

Or use it from a project repo:

text
Use the amplify-genuine-strengths skill for this research workflow task.

Example Prompt

text
Use $amplify-genuine-strengths.

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

amplify-genuine-strengths 是 ParaSkill 中面向 论文写作与修改 的科研工作流 skill。

把论文真实存在、有证据支撑的优点表达清楚，放到该出现的位置，不制造虚假 strength。

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
AmplifyGenuineStrengths/
  SKILL.md
  agents/
    openai.yaml
  README.md
  LICENSE

SKILL.md 是真正给 agent 使用的 skill instruction。README.md 是 Hugging Face 页面展示的 card。

Skill 元数据

  • —Skill 名称：amplify-genuine-strengths
  • —Family：writer
  • —Owner model：ParadoxGPT-Writer-4B
  • —Output type：revision
  • —Version：0.1
  • —默认语言：zh

必需输入

  • —paper_context
  • —strengths_evidence

可选输入

  • —target_section

Handoff

这个 skill 可以交接给：

  • —revise-by-criterion
  • —enforce-content-preservation-zones
  • —diagnose-aha-moment

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 AmplifyGenuineStrengths ~/.codex/skills/amplify-genuine-strengths

也可以在项目内使用：

text
请使用 amplify-genuine-strengths skill 处理这个科研工作流任务。

示例提示词

text
请使用 $amplify-genuine-strengths。

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

  • —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。