ah oui eux ils fallaient qu ils changent la parallelisation de snoeuds cetait essentiel!

agents/pdf_analyzer.py

@@ -3,15 +3,11 @@
 PDF Analysis Agent - Extracts and analyzes legal documents from PDF files
 """
 
-import os
 import logging
 import pypdf
-import httpx
-import re
 import asyncio
-from typing import Optional, List, Dict, Any
+from typing import Optional
 from langgraph.graph import StateGraph, END
-from langchain_openai import ChatOpenAI
 from langchain_core.messages import HumanMessage, SystemMessage
 from mistralai import Mistral
 
@@ -46,9 +42,15 @@ class PDFAnalyzerAgent:
             {"ocr": "ocr_pdf", "extract": "extract_content"}
         )
 
-        workflow.add_edge("ocr_pdf", ["extract_actors","extract_key_details","generate_summary"])
+        # OCR branch - parallel execution to all three analysis nodes
+        workflow.add_edge("ocr_pdf", "extract_actors")
+        workflow.add_edge("ocr_pdf", "extract_key_details")
+        workflow.add_edge("ocr_pdf", "generate_summary")
 
-        workflow.add_edge("extract_content", ["extract_actors","extract_key_details","generate_summary"])
+        # Extract content branch - parallel execution to all three analysis nodes
+        workflow.add_edge("extract_content", "extract_actors")
+        workflow.add_edge("extract_content", "extract_key_details")
+        workflow.add_edge("extract_content", "generate_summary")
 
         workflow.add_edge("extract_actors", END)
         workflow.add_edge("extract_key_details", END)