Ray Shams

I completely agree. AI has made implementation tasks much faster, but architectural and operational decisions still depend heavily on experience and context.

Absolutely! AI can save a lot of time, but "confidently wrong" is a reminder that verification and good engineering practices are still non-negotiable.

I completely agree. AI is pushing developers to think more about system design, validation, and trade-offs rather than just writing code.

I agree. The real productivity gains often come from reducing the friction around debugging, documentation, and other repetitive tasks, which lets us focus more on solving user problems and making better design decisions.