Reduce response times via model routing, caching, and streaming UI.
Response delays and occasional timeouts disrupt workflows, especially on complex tasks and peak hours.
Plan long workflows across limits with pacing and batch scheduling.
Recover partial outputs and resume generation seamlessly.
Mitigate cold‑starts with warmed model pools.