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Utilization optimizer: defragment slices for higher $/result

Aug 22, 2025
PT6M
optimizerutilizationdata-localityeconomics

Utilization is a scheduling outcome

Hardware doesn’t “become utilized.” Schedulers make it utilized.

Defragmentation: the unglamorous win

Packing jobs leaves holes. Defragmentation reclaims them.

Data locality matters

Move compute to data when possible. Transfers are silent killers.

What Kova measures

Throughput, latency targets, and $/result—per workload.

Kova Team
Kova Team
Operators building verifiable, fractional compute.

We write about fractional GPUs/CPUs, per-second economics, verification, and the deployment details that keep fleets stable.