Recover partial outputs and resume generation seamlessly.
Long answers may halt mid‑generation; sessions occasionally reset, losing progress.
Reduce response times via model routing, caching, and streaming UI.
Plan long workflows across limits with pacing and batch scheduling.
Mitigate cold‑starts with warmed model pools.