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This is spot on for any discipline: "AI tools help experienced DEVELOPERS more than beginners... AI is like having an eager junior DEVELOPER on your team. They can write CODE quickly, but need constant supervision & correction." I've referred to Claude as my *Recalcitrant Intern* numerous times! 🙄

Another pattern that works really well is to use AI to explain code/tools. Have a library with some bad docs? AI can probably help to understand how it works - way faster than manually reading through the source code. Same for unfamiliar programming languages

I don't see the value in using an LLM to do something I already know how to do. As the article states, if I have to review and rewrite its output, I could have just done it properly myself. And I'm already fast at doing things I know how to do.

The resistance to AI in coding reminds me of two major transitions in programming history. When assembly language first replaced machine code in the 1940s, programmers insisted 'if you can't write it in binary, you don't understand what you're doing.

Early assemblers were buggy - devs had to verify output bit by bit. Then in the 50s-60s, when FORTRAN arrived, assembly programmers argued 'why waste cycles on a compiler when I can write better code myself?' Early compilers were unreliable, forcing code inspection.

Both transitions faced skepticism about reliability, performance, and loss of control. Both had early versions that required low-level debugging. Yet both ultimately revolutionized programming by raising the abstraction level while still allowing developers to drop down when needed.

Today's AI tools follow the same pattern: initial skepticism, early bugs requiring verification, concerns about control -but potentially enabling another leap in abstraction while keeping the option to fine-tune. No çode solutions on the other hand didn't allow us to drop down.

Because AI IDE's can't currently hold the entire context of a large project in memory, it leads to incomplete understanding, strange bugs and functionality. I for one welcome our new overlords, but ceding full control to a moving context window is playing with fire.