Right-sized hardware
We match the base unit to the workload we profile, not to a spec sheet. Most edge builds are a sealed fanless box with no fan and no spinning disk, so there is nothing to clog, seize or get loud on a shop floor. Every unit carries TPM 2.0 and secure boot, and an industrial variant runs from -20 to +60 C for a cabinet or an unheated room. The board revision is frozen at sign-off, so the machine in the field is the machine on our bench.