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Your 70B model cold-starts and the SLA is already blown

Pre-warm heavy models and pin ready routes before traffic spikes.

Score 8.0/10 · Build now

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16 March 2026

Proof at a glance

8.0 out of 10. Score 8.0/10 · Build now

The problem

Infra engineers self-hosting vLLM/TGI/Triton clusters hit a hard failure when a traffic spike routes to a cold 70B and weights are still loading. That single incident can cost $500–$2,000 in refunds or SLA penalties plus hours of incident war-room time per incident. Existing autoscalers, vLLM/TGI and Prometheus/Grafana dashboards act after the fact or only show utilization, so nobody knows which route was cold or can replay the exact inference that failed.

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