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How to improve the code generation accuracy of AI Code Editor in large projects?

2025-08-20 343
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Accurate generation strategies for large-scale projects

For large-scale project development, the following methods are recommended to improve the quality of generation:

  • context-sensitive technology::
    • Upload project structure description file (package.json, etc.)
    • Keep at least 3 associated files open in the editor
    • Use the "Refer to existing code" option (Ctrl+Alt+R).
  • Advanced Prompt Tips::
    • Adopt the template: "As a [Role], in an [Architecture] environment, implement [Function], subject to [Version] compatibility"
    • Add constraint: "Must not use [expired API] and must handle [exception type]"
    • Provide sample inputs and outputs
  • Model combination application::
    • Architecture design using Opus Works (for complex logic)
    • Module implementation using Sonnet Poetry (performance balancing)
    • Unit test generation using Haiku (fast response)

System Configuration Recommendations:
- Max plan user adjustable large context window (up to 20,000 points)
- Locally deployed users can train the Domain Adapter.
- Periodic cleanup of invalid contexts (via "Reset Session")

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