
A RAM Utilization Figure Is Not a Workload Policy
Sam Altman's argument about scarce DRAM makes a valid point about cloud utilization, but it does not make local inference wasteful.

Sam Altman's argument about scarce DRAM makes a valid point about cloud utilization, but it does not make local inference wasteful.

Benchmarks show how routing suitable small-model requests to existing local hardware can lower inference energy and cloud demand.

Compare Minions' queued Apple Silicon jobs with Cloudless AI's policy-routed live inference across macOS, Linux, and Windows.

Route OpenAI- and Anthropic-compatible inference to spare local GPUs and NPUs, with policy-controlled cloud fallback.