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PostJune 8, 2026·Engineering

Inference serving without cluster ops

Why time-to-ready and serving mode matter more than batch runtime for always-on endpoints.

Inference endpoints stay up. Nexplane plans around time-to-ready, serving stack, and max setup deadline instead of a single estimated runtime.

Monitoring and health checks are built into the plan — not an afterthought. Endpoint URL publication happens when serving starts.

This matches how teams actually operate inference: provision, serve, observe, and scale.