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How to optimize the effectiveness of GPT Researcher for specific domains?

2025-09-10 1.7 K

Customized solutions for the field

Deep vertical adaptation is achieved by:

  • Create a Professional Agent: Cloningexpert_agent.pyTemplate modification field parameters.
  • Building the knowledge base: Place local PDF/PPT etc. documents into thelocal_docs/Folder.

Configuration steps

  1. modificationsconfig/domain_settings.yamlDefinition:
    • Domain Exclusive Crawler Rules
    • White List of Professional Journals
    • Industry Blacklist Keywords
  2. Train customized summary models (GPU support required):
    python train_summarizer.py --domain medical

Typical Application Scenarios

  • academic research: Connect to the school library API for paid papers.
  • Business Analysis: Integrate real-time data streams from financial databases.
  • technical research: Setting up patent search-specific crawler strategies.

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