Real workstations, structured infrastructure, and autonomous operations.
Thermal airflow optimization, fan curves, and liquid cooling validation under sustained compute load.
Hardware testing and bare-metal server configuration for sustained AI computation.
Air-gapped and local-network inference preventing cloud telemetry leaks.
Parallel agentic execution loops and automated developer tools.