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AI didn't really mesh seamlessly with my work until I used Claude, I highly recommend it. If your current workflow involves googling, reading documentation and examples on github until you can put together a solution then AI should slot into your work nicely. It just does all those things but faster and can often surface what I want in 30 seconds instead of 30 minutes of research.

I wouldn't worry though, if the last 4 years are any indicator, we will continue to see LLMs refined as better and better tools at a logarithmic rate, but I don't really see them making the jump to replacing engineers entirely unless some monumental leap happens. If AI ever gets that good it will have replaced vast swathes of white collar workers before us.

I am somewhat optimistic, tech adoption is only going to go up, and the number of students pouring into CS programs is cooling off now that there aren't $100k jobs waiting for anyone who can open up an IDE. My ideal future is people who really love tech are still here in 10 years, and we will have crazy output because the tooling is so good, and all the opportunistic money seekers will have been shaken out.



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