Feels like we didn’t remove friction, we just moved it to “verification.” If users have to double-check every output, it’s not solving UX. For me, if it breaks predictability, it’s not worth shipping.

This is actually one of those guides you wish you had before deploying 😅 The small details (PORT, Prisma, routing) are what usually cost hours.

This is real. AI speeds up output, but if you skip structure, you’re just building confusion faster. Felt this hard revisiting old code.

Most people treat it like a smarter Google, not a workflow engine. Once you start chaining tasks, that’s when the real time savings show up.

Most are still shipping “AI add-ons.” The real shift happens when the whole workflow disappears into one action — that’s when users actually feel the value.

Honestly, it helped, but not in the way people think. For simple tasks, yeah it’s faster. Maybe 30–40% quicker. But for real work, I still review everything. Errors? They didn’t disappear — they changed. Less syntax mistakes, more logic or assumption mistakes. So now the job is less typing, more validating. AI is a good assistant, but if you blindly trust it, you’ll ship bugs faster 😅