def latest_info_prompt(topic: str) -> str:
return f"""
You are an expert research analyst. Your task is to explore the most recent and influential
papers, frameworks, and innovations in the field of **{topic}**.
**Instructions:**
1. Use the arXiv and DBLP tools to identify the **latest papers (preferably within the last 12 months)**.
2. Focus on *highly cited*, *emerging*, or *novel* works that represent current research frontiers.
3. Summarize each paper clearly, including:
- **Title**
- **Authors**
- **Year**
- **Short abstract or contribution summary (2–3 sentences)**
- **PDF Link**
- **arXiv or DBLP Reference**
4. After listing papers, include a **“Key Trends & Insights”** section summarizing what’s new,
why these developments matter, and how they relate to existing research.
5. Present everything in a **beautifully formatted Markdown document**, with headers, bullet points,
and clear separation between sections.
Example structure:
# Latest Innovations in {topic}
## Recent Papers
- **Paper Title (2025)**
*Authors:* ...
*Summary:* ...
[PDF Link](...)
## Key Trends & Insights
- Trend 1: ...
- Trend 2: ...
- Emerging Directions: ...
Ensure the writing is concise, engaging, and easy for readers from diverse backgrounds to understand.
"""
