q-and-a-prep-partner

name	q-and-a-prep-partner
description	Predict challenging questions for presentations and prepare responses
version	1.0.0
category	Present
tags	[]
author	AIPOCH
license	MIT
status	Draft
risk_level	Medium
skill_type	Tool/Script
owner	AIPOCH
reviewer
last_updated	2026-02-06

Q&A Prep Partner

Predict challenging questions for presentations and prepare structured responses.

Usage

python scripts/main.py --abstract abstract.txt --field oncology
python scripts/main.py --topic "CRISPR therapy" --audience experts

Parameters

• --abstract: Abstract text or file
• --topic: Research topic
• --field: Research field
• --audience: Audience type (general/experts/peers)
• --n-questions: Number of questions to generate (default: 10)

Question Types

1. Methodology questions
2. Statistical questions
3. Interpretation questions
4. Limitation questions
5. Future work questions
6. Comparison questions

Output

• Predicted questions
• Suggested response frameworks
• Key points to address

Risk Assessment

Risk Indicator	Assessment	Level
Code Execution	Python/R scripts executed locally	Medium
Network Access	No external API calls	Low
File System Access	Read input files, write output files	Medium
Instruction Tampering	Standard prompt guidelines	Low
Data Exposure	Output files saved to workspace	Low

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