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How to improve the production environment usability of auto-generated code?

2025-08-27 300
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Optimizations to ensure that generated code is ready for deployment

DeepCode guarantees code quality through the following mechanisms:

  • Multi-level verification system::
    • Static analysis of intelligences: checking code style and potential vulnerabilities
    • Test Generation Intelligence: Automating the Creation of Unit and Integration Tests
    • Performance Evaluation Intelligence: Analyzing Time Complexity and Memory Usage
  • Industry Specification Adaptation::
    • Automatically adding TypeScript type definitions
    • Follow RESTful API design specifications
    • Integration of common security protections (SQL injection/XSS defense)

Implementation of recommendations::

  1. Enable strict mode in the configuration file (strict_mode: true)
  2. Specify technology stack version constraints (e.g. Python ≥ 3.9)
  3. Run the built-in security scan after generation (deepcode audit)
  4. Manual review of key business logic

Empirical measurements show that the production availability of the generated code after the above processing reaches 92%, and the main problem focuses on the realization of specific business rules.

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