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How to improve Gemini CLI response accuracy in complex code scenarios?

2025-08-21 307

Precision Response Optimization Program

To improve the response quality of Gemini CLI in complex scenarios, it can be realized through the multimodal interaction feature of Gemini-CLI-UI:

Problem diagnosis skills

  • Contextual additions: Attach the relevant code file to your question
  • problem dismantling: Decompose a complex problem into multiple subproblems
  • Model switching: Selecting the right Gemini model for different types of tasks

Operation Optimization Guide

  1. Use the file browser:
    • Open the relevant code files in advance
    • Referencing specific code segments by line number
  2. Utilize the image upload function:
    • Screenshots of complex error messages direct questions
    • Upload Architecture Diagram Request Analysis
  3. Terminal combination commands:
    • Connecting multiple gemini commands through a pipe
    • Combine && to realize continuous questioning

Effectiveness verification method

  • Compare the response quality of different questioning styles through session management
  • Comparing AI-generated code vs. manual changes using Git diffs
  • Creating test cases to validate the implementation of key features

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