- difficult to automate or low value dev work is already being offshore to cheaper locations - lot of dev work is just plumbing, config files, packages, APIs a

- difficult to automate or low value dev work is already being offshore to cheaper locations - lot of dev work is just plumbing, config files, packages, APIs and tedious non challenging stuff - demanding roles have high barrier: leetcode, certifications, open source, github, networking and so on - it will get more imo - coding is treated as a basic skill taught in schools, like english or maths - not itself a differentiator AI still does not have access to most businesses internal context, terminologies and so on - that is where we still have leverage.