Selected work

Case studies.

Templated, sometimes anonymized examples of how FlashRate engagements actually run.

GPU mining customers

Ethereum Mining Quote Era — 2016 to 2018

Hardware quoting, GPU selection, power planning, and ROI modeling lessons from the original GPU mining cycle.

Independent ML researcher

AI Workstation Planning for Local LLMs

Specifying a $12k local-inference workstation around VRAM ceiling, thermal envelope, and noise budget.

12-person creative studio

Small Office Ethernet and Wi-Fi Upgrade

Replacing flaky mesh Wi-Fi with structured Cat6A drops, PoE access points, and a documented closet.