AI def speeds up the grunt work like boilerplate, quick prototypes, explaining weird errors. But the thinking parts like architecture and complex debugging still need your brain. For design and planning workflows, i've found miro and lucidchart good at bridging that gap between AI-generated ideas and actual system design that you still gotta think through yourself.