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Evolving KServe: The Unified Model Inference Platform For Both...

Lightningat KubeCon + CloudNativeCon Europe 2026 · 2026-03-23..03-26· [machine-learning]
slides:none on file

KServe announces a release that extends predictive-serving features to LLMs with a purpose-built llm-d CRD, support for disaggregated inference (separate model, tokenizer and KV-cache planes), and integrated KV-cache and prompt caching to cut latency and costs. It adds runtimes like vLLM, TensorRT-LLM and OpenMMLab, uses KEDA metric-based autoscaling (including scale-to/from-zero), and plugs into the Envoy AI Gateway. Project status: CNCF incubating, 19 maintainers and ~300 contributors.

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