When most pull requests stop being written by hand, the review conventions built around human authorship start to misfire. We collected the checklist changes, CI gates and ownership rules teams adopted after the switch.
Repatriation stories usually stop at the infrastructure line item. We asked three teams for the full picture, including the headcount they had to add and the one migration that was quietly reversed.
You do not need a workstation GPU to run a capable assistant that never sends a word off your network. This build walks through the hardware, the model and quantisation choices that fit in unified memory, and how to reach it safely from a phone.
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