GAIA_INTEGRATION.md

GAIA Benchmark Integration

This document provides comprehensive information about the GAIA benchmark integration in Revolution 2.0.

Overview

The GAIA (General AI Assistant) benchmark integration provides:

• 400+ benchmark questions across 7 categories
• Production-ready evaluation system with LangChain tools
• Submission format generation for official GAIA leaderboard
• Comprehensive performance tracking and reporting

Features

🔧 Production-Ready Components

1. GaiaAgent Class (src/agents/gaiaAgent.js)

   • LangChain-based agent with tool integration
   • Support for Groq and GLM LLMs
   • Built-in tools: DuckDuckGo search, Wikipedia, Calculator
   • Custom tools: Logical Reasoning, Knowledge Verification

2. Benchmark Configuration (src/config/gaia-benchmark-config.js)

   • 400+ questions across 7 categories
   • Difficulty levels: easy, medium, hard
   • Answer type classification (string, number, list)

3. CLI Integration (bin/cli.js)

   • gaia command with comprehensive options
   • Main menu integration
   • Interactive configuration

📊 Categories Covered

1. Reasoning - Logical puzzles, mathematical problems
2. Knowledge - Facts, history, science
3. Coding - Programming, algorithms, debugging
4. Language - Comprehension, translation, linguistics
5. Multimodal - Multiple data type processing
6. Ethics - Moral reasoning, philosophy
7. Science - Scientific methodology, experiments

🎯 Usage Examples

CLI Commands

# Quick test with 10 questions
node bin/cli.js gaia --max-questions 10

# Full benchmark with submission file
node bin/cli.js gaia --max-questions 400 --generate-submission

# Specific categories and difficulty
node bin/cli.js gaia --category reasoning knowledge --difficulty hard

# Interactive menu mode
node bin/cli.js
# Select "🧪 GAIA Benchmark Testing Suite"

Programmatic Usage

import { GaiaAgent } from './src/index.js';

const agent = new GaiaAgent({
  model: "mixtral-8x7b-32768",
  enableTools: true,
  verbose: true
});

await agent.initialize();

const results = await agent.runBenchmarkSuite({
  categories: ["reasoning", "knowledge"],
  difficulty: "medium",
  maxQuestions: 50
});

const submissionFile = await agent.generateSubmissionFile(results);
const summary = agent.generateBenchmarkSummary(results);

📁 File Structure

revolution/
├── src/
│   ├── agents/
│   │   ├── gaiaAgent.js           # Main GAIA agent implementation
│   │   └── ...
│   └── config/
│       ├── gaia-benchmark-config.js # 400+ benchmark questions
│       └── ...
├── bin/
│   └── cli.js                     # CLI integration with gaia command
├── submissions/                   # Generated submission files
└── reports/                      # Detailed benchmark reports

🎮 Interactive Features

The system provides multiple interaction modes:

1. Quick Test - 10 questions for rapid validation
2. Full Test - 50 questions with submission file
3. Custom Test - Choose categories, difficulty, and question count
4. Generate Submission - Create official GAIA submission format

📊 Submission Format

Generates official GAIA submission files in JSONL format:

{"task_id": "task_001", "model_answer": "canberra", "reasoning_trace": "Capital of Australia is Canberra..."}
{"task_id": "task_002", "model_answer": "6 PM", "reasoning_trace": "Meeting time calculation..."}

🔧 Configuration Options

const agent = new GaiaAgent({
  model: "mixtral-8x7b-32768",     // LLM model
  temperature: 0.2,                  // Response randomness
  maxTokens: 4000,                  // Maximum response length
  enableTools: true,                 // Enable LangChain tools
  maxIterations: 5,                 // Agent tool usage limit
  verbose: false                     // Debug output
});

📈 Performance Metrics

The system tracks:

• Confidence scores for each answer
• Response times for performance analysis
• Tool usage patterns
• Category-specific performance
• Success rates by difficulty

🚀 Production Deployment

Environment Setup

# Required environment variables
export GROQ_API_KEY="your-groq-api-key"
# or
export GLM_API_KEY="your-glm-api-key"

# Install dependencies
npm install

Running Benchmarks

# Production mode with logging
NODE_ENV=production node bin/cli.js gaia --generate-submission

# Continuous monitoring mode
node bin/cli.js gaia --continuous --max-questions 100

🎯 Submission Ready

The system generates:

• Official GAIA format JSONL files
• Reasoning traces for each answer
• Proper answer formatting (FINAL ANSWER: [answer])
• Metadata tracking for evaluation

📋 Quality Assurance

Answer Formatting

• Enforces GAIA required format: "FINAL ANSWER: [answer]"
• Handles string, number, and list answer types
• Automatic normalization for submission

Error Handling

• Graceful degradation when tools fail
• Fallback to direct LLM calls
• Comprehensive logging and error reporting

Performance Optimization

• Tool selection based on category and difficulty
• Response caching for repeated questions
• Progress tracking for long-running benchmarks

🔄 Integration Points

The GAIA agent integrates with:

• LangChain for tool orchestration
• Revolution logging for consistent error tracking
• CLI framework for seamless user experience
• File system for result persistence

📊 Reporting Features

Generate comprehensive reports including:

• Executive summary with key metrics
• Category breakdown by performance
• Tool usage analysis
• Recommendations for improvement
• Submission readiness checklist

---

Getting Started

1. Initialize the agent:

   node bin/cli.js
   # Select "🧪 GAIA Benchmark Testing Suite"

2. Run your first test:

   • Choose "Quick Test (10 questions)"
   • Review results and performance metrics

3. Generate submission file:

   • Choose "Generate Submission File"
   • Find submission in ./submissions/ directory

4. Analyze performance:

   • Review generated reports in ./reports/
   • Use recommendations to improve results

The system is now production-ready for GAIA benchmark evaluation!