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KServe

v0.20.0AI & ML
Aug 6, 2026

KServe v0.20.0 is a feature-heavy release centered on LLMInferenceService enhancements (routing gates, traffic splitting, distributed tracing, KV cache offloading) plus one medium-severity Starlette security fix. A migration of InferencePool and InferenceObjective CRDs from KServe to the llm-d.ai API group requires existing manifests to be updated.

  • securityStarlette Content-Type vulnerability fixed

    Starlette dependency vulnerability (CVE-2026-48710) fixed in v0.20.0 by bumping to >=1.0.1 and setting Content-Type headers correctly.

  • breakingInferencePool and InferenceObjective CRDs moved to llm-d.ai

    InferencePool and InferenceObjective CRDs have migrated from the KServe API group to the llm-d.ai API group. Existing InferencePool and InferenceObjective manifests must be updated to reflect the new API group, and any tooling that references these CRDs must be reconfigured.

  • breakingInferenceObjective API group changed

    InferenceObjective API version has changed following CRD migration. Manifests and API clients using InferenceObjective must update to the new API group.

Key changes (7)

  • Security: Starlette vulnerability (CVE-2026-48710) fixed
  • Breaking: InferencePool and InferenceObjective CRDs migrated to llm-d.ai API group
  • LLMInferenceService routing: model-based gates, traffic splitting, canary rollout support
  • LLMInferenceService tracing: distributed tracing API added
  • LLMInferenceService storage: KV cache CPU offloading with multi-tier filesystem support
  • New serving runtimes: vLLM and AutoGluon Server
  • Other additions: confidential model serving, Managed DRA, Anthropic Messages API support, OCI+native:// ImageVolume mounting, latency predictor sidecar injection
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