Quality Assurance in AI Assisted Software Development: Risks and Implications
· 13 min read
"We're now cooperating with AIs and usually they are doing the generation and we as humans are doing the verification. It is in our interest to make this loop go as fast as possible. So, we're getting a lot of work done."
— Andrej Karpathy: Software Is Changing (Again)
This quote describes a shift that is already visible in many teams. Code generation has accelerated. Verification and validation increasingly become the bottleneck.
With AI tools, writing code is often not the limiting factor anymore. The hard part is proving that what was generated is correct, safe, and maintainable.