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How to avoid the problem of confusing output format when developing AI code generation tools?

2025-09-10 1.7 K

Structured Output Assurance Program

CodeGenInterface provides the following resolution mechanism:

  • grammar checking layer: automatically add programming language markup (e.g. indentation for Python)
  • code segmentation: Split the output by function block and add comment headers
  • exception capture: Retries and warnings for invalid code generation

Implementation steps

  1. Select the model that supports code generation: code_gen = CodeGenInterface(provider='openai', model='gpt-4-turbo')
  2. Specifying the output format: outputs="code" triggers syntax highlighting and formatting.
  3. Add language parameter (e.g. language='python') to enhance language specificity

strengthened proposal

1) Integrate code review module for static checking
2) Add unit test generation function
3) Combine with BrowserAutomationInterface to automate validation of generated code.

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