
How to Handle Unexpected AI Code Behavior in Production
AI-generated code often fails in predictable ways—calling wrong APIs, creating security gaps, or breaking in production despite looking fine…
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AI-generated code often fails in predictable ways—calling wrong APIs, creating security gaps, or breaking in production despite looking fine…

If-else logic doesn’t scale. Piling conditions on conditions creates brittle systems that crack as soon as new data appears.…

AI generates duplicative classes because it’s mimicking the repetitive patterns in its training data, and its token-by-token generation can…

The programming skill gap isn’t a mystery, it’s a mismatch. It’s the quiet panic when a job description lists…

Vibe coding introduces serious security, reliability, and business risks because it relies on intuition driven AI output instead of…

Challenges and common pitfalls in AI-assisted coding usually stem from skill gaps, unchecked automation, and weak safeguards around code…

Traditional coding skills are still relevant because they provide direct control, deep problem solving, and security assurance that AI…

AI is changing the core role of a programmer from manual code execution to strategic system design, validation, and…
![[how does code quality compare between methods] Visual comparison of development challenges and quality metrics across methods.](https://securecodingpractices.com/wp-content/uploads/2026/01/how-does-code-quality-compare-between-methods1-768x512.jpg)
The simple answer is that code quality varies wildly, but methods like Test-Driven Development (TDD) and Secure Coding Practices…

Our cloud IDE is better for rapid software prototyping. It wins on pure speed, from blank page to live…