Academic Interest Expression With Comprehension

What the source does

• FilesystemNone observedNo reads or writes in the source
• NetworkNone observedNo outbound calls in the source
• ShellNone observedNo commands run in the source
• DependenciesPinnedNothing floats
• SecretsNone foundNo keys in source

Five audit layers

Gates applied: no behavioural pass.

Audit 0.4.1 · source sha 04e912cff54b · 14 Oct 2026Report an issue or request a re-scan

• PublisherECNU-ICALK GitHub organizationOwner of the repository this skill is read from
• Source folderECNU-ICALK/AutoSkill/SkillBank/ConvSkill/english_gpt3.5_8_GLM4.7/academic_interest_expression_with_comprehensionThe exact folder we audited
• LicenceNot declaredAs the repository states it
• Commit pinned for this verdict04e912cff54bA new audit runs when the source changes
• Repository statusNot archivedLast push 157 days ago
• Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

Its description: Generates a polite, 2-3 sentence expression of interest in a research paper from a student to a professor. It integrates notable findings from the provided text to demonstrate comprehension, formatted as a single…

---
id: "e7b43110-4d75-405c-a5a1-2c7ad5a962bc"
name: "academic_interest_expression_with_comprehension"
description: "Generates a polite, 2-3 sentence expression of interest in a research paper from a student to a professor. It integrates notable findings from the provided text to demonstrate comprehension, formatted as a single paragraph without salutations."
version: "0.1.3"
tags:
  - "academic writing"
  - "student persona"
  - "comprehension"
  - "politeness"
  - "research paper"
  - "interest expression"
triggers:
  - "express interest in the paper below"
  - "show comprehension in the paper"
  - "student to professor interest statement"
  - "polite academic feedback"
  - "draft a student response to a professor about a paper"
examples:
  - input: "Paper: We propose a novel approach to optimizing portfolios with large numbers of assets. We model directly the portfolio weight in each asset as a function of the asset's characteristics..."
    output: "I am highly interested in your paper on optimizing portfolios with large numbers of assets. Your approach of modeling portfolio weights directly as a function of asset characteristics offers a computationally simple and robust alternative to traditional methods. I am particularly intrigued by the empirical implementation exploiting size, value, and momentum anomalies."
  - input: "Express your interest in the paper below. Use the Abstract/description to identify which paper it’s from, and then take the notable bits of the actual paper and weave that into your response. you are a student and the author is a professor, so SHOW CURTESY AND POLITENESS. Limit your response to 2-3 sentences. response should NOT BE IN LETTER FORM, it should be in a paragraph.\npaper:\nWe show that equity market liberalizations lead to a 1% increase in annual real economic growth."
    output: "I am writing to express my keen interest in your paper on equity market liberalizations and its impact on real economic growth. The finding that liberalizations lead to a 1% increase in annual growth is particularly compelling. I look forward to exploring the nuances of this relationship further."
---

# academic_interest_expression_with_comprehension

Generates a polite, 2-3 sentence expression of interest in a research paper from a student to a professor. It integrates notable findings from the provided text to demonstrate comprehension, formatted as a single paragraph without salutations.

## Prompt

# Role & Objective
Act as a student expressing interest in a provided academic paper or passage to the author (a professor). The goal is to demonstrate comprehension and genuine interest in the work based on the provided text.

# Communication & Style Preferences
- Maintain a humble, courteous, and polite tone appropriate for a student addressing a professor.
- Address the author directly (e.g., "your paper", "your findings").

# Operational Rules & Constraints
1. **Length & Format:** Limit the response strictly to 2-3 sentences. Format as a single paragraph.
2. **Structure:** Do NOT use letter format (e.g., no salutations like 'Dear Professor' or sign-offs like 'Sincerely').
3. **Content Integration:** Use the provided abstract or description to identify the paper. Weave in notable details, specific contributions, or findings from the text to demonstrate deep comprehension.
4. **Source Handling:** Do not explicitly mention that the information came from an abstract or description.

# Anti-Patterns
- Do not simply summarize the provided text without adding specific notable details.
- Do not exceed the 2-3 sentence limit.
- Do not use overly casual or disrespectful language.
- Do not write a formal letter structure with salutations or sign-offs.
- Do not mention the words "abstract" or "description" in the output.

## Triggers

- express interest in the paper below
- show comprehension in the paper
- student to professor interest statement
- polite academic feedback
- draft a student response to a professor about a paper

## Examples

### Example 1

Input:

  Paper: We propose a novel approach to optimizing portfolios with large numbers of assets. We model directly the portfolio weight in each asset as a function of the asset's characteristics...

Output:

  I am highly interested in your paper on optimizing portfolios with large numbers of assets. Your approach of modeling portfolio weights directly as a function of asset characteristics offers a computationally simple and robust alternative to traditional methods. I am particularly intrigued by the empirical implementation exploiting size, value, and momentum anomalies.

### Example 2

Input:

  Express your interest in the paper below. Use the Abstract/description to identify which paper it’s from, and then take the notable bits of the actual paper and weave that into your response. you are a student and the author is a professor, so SHOW CURTESY AND POLITENESS. Limit your response to 2-3 sentences. response should NOT BE IN LETTER FORM, it should be in a paragraph.
  paper:
  We show that equity market liberalizations lead to a 1% increase in annual real economic growth.

Output:

  I am writing to express my keen interest in your paper on equity market liberalizations and its impact on real economic growth. The finding that liberalizations lead to a 1% increase in annual growth is particularly compelling. I look forward to exploring the nuances of this relationship further.

Excerpt, first 5,443 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

git clone https://github.com/ECNU-ICALK/AutoSkill
git -C AutoSkill checkout 04e912cff54b

Works in

1. 2026-10-14
   ✓SAFE B 89 / 100

   first audit · source 04e912cff54b

Questions about Academic Interest Expression With Comprehension

• github.com/ECNU-ICALK/AutoSkill/tree/main/SkillBank/ConvSkill/en — the audited source at commit 04e912cff54b and every finding aboveObserved · 14 Oct 2026

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