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How to overcome the task assignment challenge in DeerFlow multi-intelligence collaboration?

2025-08-23 771

Technical background

Complex research tasks need to be rationally assigned to Researcher/Coder/Reporter and other intelligences.DeerFlow realizes dynamic task assignment based on LangGraph.

prescription

  • Plan Amendment: Enter 'revise plan' in interactive mode to manually adjust the division of labor among the intelligences.
  • weighting: Set the agent_priority parameter (0-1 range) in conf.yaml to control the resource allocation ratio
  • Exception handling: When an intelligence times out (default 300 seconds), Planner automatically reassigns tasks
  • Customized Modules: Develop a proprietary intelligence by inheriting the BaseAgent class and registering it with agent_registry to participate in the collaboration.

practical skill

Data analysis tasks can be adjusted with higher Coder weights:
agent_priority.
  researcher: 0.3
  coder: 0.5
  reporter: 0.2

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