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The iterative research cycle is the core technical mechanism of OpenDeepResearcher to ensure the comprehensiveness of information collection

2025-09-10 2.0 K

The innovation of OpenDeepResearcher is the use of an intelligent iterative research cycle mechanism. The system works as follows:

  • First generate the initial search query and optimize it with a large language model
  • Performs parallel search and content extraction
  • Analyze the extraction results before generating a new optimized query

This loop continues until the system determines that enough information has been acquired or a preset number of iterations (default is 10) is reached. The key technological breakthrough is:

  • Asynchronous processing architecture enables simultaneous search, extraction and analysis
  • LLM-Driven Intelligent Decision Making System Evaluates Page Value
  • Duplicate filtering mechanism to avoid wasting resources

This mechanism ensures that the comprehensiveness and accuracy of the findings far exceeds that of traditional manual searches.

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