@nickbearded i don't think it is ci/cd level or anything but i suppose it could be as well as reproducible builds - lots of md5 checks. another upside i guess is to go to 8gb nvme or conceivably 16tb raid0 image or sell a pci-e card with 4 8tb - a 32tb devops playground but it has to be qualified by saying only if prices drop like a rock - and be cheap as chips like 17 dollar chinese 1tb nvme. I think the pc depression and maudlin economy continue for a while, next gen minipc should be faster and quicker - better ipc and faster clocks and tbh the mini pc 3 or 5 node cluster running ai is going to be a hot mkt once the economy gets better fundamentals and sentiment #overarch #exo labs #rag #real time rag via cron #monitoring times #pure plays #quant domain creep #unified memory #automatix