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How Naive Failover Between Inference Providers Makes Outages Worse

calendar_today September 30, 2026 person Vinayak Baranwal domain digital-ocean

I built a fault-injection rig and ran it for six hours on a DigitalOcean H200 GPU Droplet. Naive and backoff-only failover multiplied backend load 1.48x-3.99x and did not return to baseline latency in 3 of 6 scenarios. A disciplined retry-budget-and-circuit-breaker policy held load near 1x and recovered every time, at the cost of in-fault success as low as 47.8 percent.

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