Adam Curry describes acquiring an Asus-branded DGX machine with 128GB of RAM to run AI models locally, avoiding monthly subscription fees and cloud outages. The machine, which has doubled in price due to RAM costs, allows for high-performance tasks without relying on commercial APIs. The discussion touches on the measurement of "compute" in flops versus power consumption.