Agent Skills
LiteratureInfomation

Key Takeaways

AIPOCH-AI

Upload a long article/PDF and extract only 3-5 core conclusions as key takeaway.

210
4
FILES
key-takeaways/
skill.md
scripts
main.py
references
guidelines.md

SKILL.md

Key Takeaways

Extracts essential conclusions from medical documents.

Features

  • Automatic key point extraction
  • Priority ranking
  • Concise bullet points
  • Multi-document support

Input Parameters

ParameterTypeRequiredDescription
documentstrYesDocument text
num_takeawaysintNoNumber of points (default: 5)

Output Format

{
  "takeaways": ["string"],
  "source_word_count": "int"
}

Risk Assessment

Risk IndicatorAssessmentLevel
Code ExecutionPython/R scripts executed locallyMedium
Network AccessNo external API callsLow
File System AccessRead input files, write output filesMedium
Instruction TamperingStandard prompt guidelinesLow
Data ExposureOutput files saved to workspaceLow

Security Checklist

  • No hardcoded credentials or API keys
  • No unauthorized file system access (../)
  • Output does not expose sensitive information
  • Prompt injection protections in place
  • Input file paths validated (no ../ traversal)
  • Output directory restricted to workspace
  • Script execution in sandboxed environment
  • Error messages sanitized (no stack traces exposed)
  • Dependencies audited

Prerequisites

No additional Python packages required.

Evaluation Criteria

Success Metrics

  • Successfully executes main functionality
  • Output meets quality standards
  • Handles edge cases gracefully
  • Performance is acceptable

Test Cases

  1. Basic Functionality: Standard input → Expected output
  2. Edge Case: Invalid input → Graceful error handling
  3. Performance: Large dataset → Acceptable processing time

Lifecycle Status

  • Current Stage: Draft
  • Next Review Date: 2026-03-06
  • Known Issues: None
  • Planned Improvements:
    • Performance optimization
    • Additional feature support