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KServe
K8s-native model serving with canary, scale-to-zero, and multi-framework support.
AssessPlatform & DevExNew
- Why this ring
- Assess when committed to K8s; skip if using vendor managed inference exclusively.
- Production risk if ignored
- Operational complexity exceeds team capacity - outages during upgrades.
- Typical effort
- months
- High FinOps impact
Use cases
- Canary model rollout
- Multi-model on K8s
- Scale-to-zero dev
Adoption steps
- Pilot one model
- Document upgrade path
- Load test GPU scheduling
- Compare managed alternative
Related tools
In your assessment
Serving architecture TCO + ops runbook review