#!/usr/bin/env python3
"""
Quick start script for legal discovery pipeline.
"""

import sys
from pathlib import Path

def main():
    print("=" * 80)
    print("LEGAL DISCOVERY PIPELINE - QUICK START")
    print("=" * 80)
    print()
    print("This pipeline processes Signal chat messages for legal discovery.")
    print()
    print("Steps:")
    print("1. Preprocessing: Load, chunk, filter messages")
    print("2. Attorney labeling: Label 15-20 sample messages")
    print("3. Model deployment: Deploy Qwen 3 + Qwen 2.5")
    print("4. Inference: Run dual-model classification")
    print("5. Merge: Combine results with confidence scoring")
    print()
    print("Usage:")
    print("  python pipeline/main_pipeline.py <csv_path> --step preprocess")
    print()
    print("For detailed instructions, see pipeline/README.md")
    print("=" * 80)

if __name__ == "__main__":
    main()