abuse

Model a bounded reservation workflow, run an offline invariant fixture, and reason about retries, contention, immutable intent and uncertain external outcomes.

An AI request can cost a thousand times more than a web request, so volumetric thinking alone fails. The scored answer layers network, request and cost controls, and protects the GPU tier from ever seeing junk.

Same product, two different adversaries and two different teams. The scored answer separates them by what the attacker gets, and shows where they meet.

A trust and safety design question. The scored answer connects policy, detection, review, enforcement and appeals into one loop, and sizes it to the volume and the harm.

Define the asset and prohibited use before scoring traffic. Distinguish imitation, partial extraction and credential compromise, and test signals against legitimate workloads.