Micro-compute network

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Research-grade pragmatism.

Fractional GPUs/CPUs, per-second economics, verification, and the operator details that make it real.

Fractional GPUs 101: why slicing beats renting

How MIG/MPS turns GPU fragments into predictable throughput and better economics.

fractional-gpuMIGMPSscheduling

Per-second billing: pricing compute like a stream

Why per-second micro-billing plus caps creates predictable spend for real workloads.

billingmicro-billingcost-controleconomics

Proof-based receipts: audit-ready compute without theater

Receipts that reconcile: what “proof” means and why it matters for finance and compliance.

verificationreceiptsauditcompliance

Utilization optimizer: defragment slices for higher $/result

How defragmentation, data locality, and packing rules drive real savings.

optimizerutilizationdata-localityeconomics

MIG/MPS playbook for operators

A pragmatic guide to configuring MIG and MPS for fractional scheduling that doesn’t fall apart.

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Compute market design: incentives, slashing, reputation

Why $/completed job beats $/hour, and how reputation policies stop the games.

market-designreputationanti-fraudeconomics

Audit-ready exports: making finance a first-class user

Exports aren’t an afterthought: receipts must map spend to measurable work.

financeexportsauditreceipts

Packing and concurrency: throughput without chaos

How batching and concurrency tuning deliver higher throughput while respecting latency targets.

schedulingbatchinglatencythroughput

Interop by default: storage, CI/CD, observability

Kova plugs into your stack so teams can adopt without rebuilding their world.

interopobservabilitycicdplatform

Why a micro-compute network now

AI demand is exploding while capacity sits idle. Micro-compute turns fragments into verified output.

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