Simple Steps to Refine AI-Generated Code That Actually Holds Up
![[simple steps to refine AI-generated code]: Progression from AI-drafted content to production-ready application, showcasing iterative refinement.](https://securecodingpractices.com/wp-content/uploads/2025/12/simple-steps-to-refine-AI-generated-code1-768x512.jpg)
AI-generated code is a draft, not a decision. We’ve seen this over and over in our secure development bootcamp sessions: the model gives you something that runs, but it doesn’t automatically make it safe, readable, or ready for production. Developers…

![[how to transition from traditional to vibe coding] Two programmers collaborating on code, highlighting the shift from traditional to modern coding practices.](https://securecodingpractices.com/wp-content/uploads/2025/12/how-to-transition-from-traditional-to-vibe-coding1-768x512.jpg)
![Beginner's guide to [choosing an AI model for your first project]: Problem, data, and model choice process.](https://securecodingpractices.com/wp-content/uploads/2025/12/choosing-an-AI-model-for-your-first-project1-768x512.png)

![[how to generate your first app using AI] Conceptual illustration showcasing the process from idea to functional demo application.](https://securecodingpractices.com/wp-content/uploads/2025/12/how-to-generate-your-first-app-using-AI1-768x512.jpg)


![[how to set up a vibe coding environment] Laptop screen showing AI assistant interface with instructions for adding a blue button.](https://securecodingpractices.com/wp-content/uploads/2025/12/how-to-set-up-a-vibe-coding-environment1-768x512.png)

