How should developers use AI tools for code generation or review, and what steps are necessary to validate their output?

Developers should use AI tools for code generation or review as an auxiliary resource, not as a replacement for their own knowledge and checks.

Recommendations:

• Clearly formulate requests to obtain relevant and understandable code.
• Carefully read and understand the generated code, do not copy blindly.
• Check the code for compliance with security, performance, and project style requirements.
• Write and run tests to verify correctness.
• Use static analysis and peer reviews for additional verification.

Thus, AI helps accelerate routine tasks, but the responsibility for the quality and security of the code remains with the developer.