MODEL SERVINGENTERPRISE AI ARCHITECTURE

Model Serving Rollouts

Serving rollouts update model artifacts, runtimes or hardware pools progressively while preserving fallback.

WHY IT MATTERS

Model loads are slow and behavior can change independently of container health.

ENTERPRISE EXAMPLE

A new model pool warms fully, receives 1% traffic and remains beside the old pool until acceptance criteria pass.

ARCHITECTURE DECISION

Can the old serving path remain available during validation?

REMEMBERBlue/green thinking works well for large model changes.
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