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How to Effectively Apply SE-Agent's Self-Evolutionary Capabilities in Collaborative Team Development?

2025-08-21 156
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Best Practices for Team Integration Applications

The following steps need to be taken to integrate SE-Agent into the development pipeline:

  • Knowledge Sharing Architecture::
    1. Maintaining a centralized track repository using shared storage (e.g., NFS)
    2. Regularly run the trajectory analysis script (python SE/analyze_trajectories.py) to generate team knowledge reports
  • Standardization of evolutionary processes::
    1. Create a team-specific configuration template (recommended to be stored in config/team_baseline.yaml)
    2. Define standard evolution rounds (usually 3-5) for scenarios such as code review, defect fixing, etc.
  • Mechanisms for validation of results::
    1. Integration of a unit testing framework as an evolutionary termination condition
    2. Setting up the CI pipeline to automatically validate evolutionary results

The application data of a head Internet company shows that the code defect rate is reduced by 42% after adopting this solution, and the speed of feature delivery is increased by 28%. The key success factor is the establishment of a closed-loop system of "evolution-verification-feedback".

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