🎯 GAIA Agent - Optimized for Exact Match Requirements

🚀 Key Optimizations Based on Your Feedback:

✅ Exact Match Focus

• Aggressive answer cleaning to remove "The answer is..." prefixes
• Format detection (numbers vs text vs yes/no)
• No extra punctuation or explanations in final answers

📁 File Handling Priority

• Automatically downloads files when questions mention attachments
• Processes CSV, JSON, images, and text files
• Extracts structured data for analysis

🧮 Python Calculator Integration

• Uses Python for all mathematical calculations (no LLM mental math)
• Handles multi-step arithmetic precisely
• Processes data operations (sum, average, count, etc.)

🎯 GAIA-Specific Prompt

• Specialized system prompt for GAIA benchmark requirements
• Step-by-step reasoning but clean final output
• Tool usage prioritization based on question type

📊 Target: Improve from 2/20 to 6+/20 (30%)

🔍 What This Agent Does Differently:

1. File-First Strategy: If question mentions files → immediate download & analysis
2. Exact Answer Extraction: Strips all prefixes/suffixes that cause match failures
3. Python Math: All calculations done in Python, not LLM reasoning
4. Format Awareness: Numbers as numbers, text as text, yes/no as lowercase
5. Pattern Recognition: Handles reversed text and common GAIA question types

📈 Expected Improvements:

• Better handling of file-based questions (major GAIA category)
• Exact match success through aggressive answer cleaning
• Reliable arithmetic through Python calculator integration
• Higher success rate on multi-step reasoning tasks