Article
Usefulness Is a Systems Property
What a working machine is worth when the system, not the specification sheet, assigns its role
Running models on owned hardware: inference gateways, GPU scheduling, older hardware and provider-neutral contracts.
Writing 1
Systems & projects 5
WorkUnified AI Model Gateway
A provider-neutral inference gateway that gives applications one stable contract across compatible backends.
WorkGPU Scheduling & Priority Queue
A priority-ordered scheduler for shared accelerator capacity that selects higher-priority waiting work next while allowing the active request to finish.
WorkOn-Premise LLM Runtime
A locally controlled inference service behind a stable application contract, with capacity, streaming, health, and usage handled at the service boundary.
WorkMulti-Provider Inference Studio
A provider-neutral conversation workspace that lets a retained thread move between compatible inference backends while presenting their output through one streaming contract.
WorkVega 48 MPS Services
A supervised embedding service that gave older desktop graphics hardware one bounded machine-learning role, with health observation kept separate from client work.