AI gets you to a working draft fast. The trouble is what the missing fifth contains, the edge cases and operational reality that used to teach engineers their judgment, and who builds that muscle now.
A generated answer is an abstraction over reasoning you never see. It works until it leaks, and when it leaks it hands you a bill for exactly the understanding it let you skip.
Adding cores quietly stopped working, and Amdahl told us why forty years early: scaling stalls on the one dependency you can't parallelize away, not the resource you keep buying.
When can you abstract something away for free? The condition has two names, context-free and zero mutual information, and almost nothing in a real system meets it.
How a wedding photo booth led me to a Nikon Zf, a bag of cheap vintage glass, manual focus, and a running habit of photographing tiny plastic llamas wherever work sends me.
One pool of storage that Linux, macOS, and Windows can all share: NFS for the compute nodes, SMB for the laptops, and the UID-alignment trick that stops NFS permissions from ruining your week. Built for home ML clusters and home labs.