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5 Stages of Developer & Human Reinvention

Writer: Doug Shannon
Doug Shannon
Sep 13, 2025
2 min read

(Letting go of code to rediscover the craft)


We’ve all noticed it.


Everyone uses meeting recorders now, but almost no one reads the notes. Why? Because we didn’t take them ourselves. They lack 𝐢𝐧𝐭𝐞𝐧𝐭, 𝐨𝐰𝐧𝐞𝐫𝐬𝐡𝐢𝐩, and 𝐜𝐨𝐧𝐭𝐞𝐱𝐭.


That same pattern is showing up in development.


As GenAI writes more of the code, individual lines hold less meaning. The real value is shifting. Not toward faster coding, but toward 𝐛𝐞𝐭𝐭𝐞𝐫 𝐞𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞𝐬 for the people who use what we build.



Here’s how that shift feels, in real life:


▫️ 𝐃𝐞𝐧𝐢𝐚𝐥 – “This won’t affect me”


▪️It’s just autocomplete


▪️I’ll try it when I have time


We hold on to the belief that being a dev means typing every line ourselves.


▫️ 𝐀𝐧𝐠𝐞𝐫 – “Why is this thing so wrong”


▪️It breaks patterns. It forgets things. 


▪️It feels like cheating.


But really, it’s asking us to rethink what precision means.


▫️ 𝐁𝐚𝐫𝐠𝐚𝐢𝐧𝐢𝐧𝐠 – “If I prompt better…”


▪️ We learn.


▪️ We explore.


▪️We adapt.


The tools go from frustrating to functional, but something still feels off.


▫️ 𝐃𝐞𝐩𝐫𝐞𝐬𝐬𝐢𝐨𝐧 – “What’s left for me”


▪️ If I’m not writing the code, what am I doing?


▪️If AI handles 90%, am I just approving suggestions?


Then comes the pivot…


▫️ 𝐀𝐜𝐜𝐞𝐩𝐭𝐚𝐧𝐜𝐞 – “This is the job now”


▪️We stop focusing on typing and start focusing on 𝐢𝐧𝐭𝐞𝐧𝐭.


▪️We build for 𝐮𝐬𝐞𝐫 𝐞𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞, not just code correctness.


We design for clarity, for flow, for trust.


Because once code becomes fast and automatic,


the real skill is knowing what to build and how to make it 𝐮𝐬𝐞𝐚𝐛𝐥𝐞.


💡 The best devs today are crafting interfaces, not just logic.


💡 They’re designing outcomes, not just outputs.


💡 They’re becoming 𝐬𝐲𝐬𝐭𝐞𝐦 𝐭𝐡𝐢𝐧𝐤𝐞𝐫𝐬 with a focus on how people interact, not just how machines execute.


This is not the end of development.


It’s the next level of it.



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