{"type":"post","id":"buoyant-publishes-kinference-vs-plain-kubernetes-distributed-benchmarks-de2cef","slug":"buoyant-publishes-kinference-vs-plain-kubernetes-distributed-benchmarks-de2cef","title":"Buoyant publishes Kinference vs plain Kubernetes distributed benchmarks","description":"Buoyant reports that Kinference, its Kubernetes inference control plane, cut median time-to-first-token by 95% on a shared-prefix workload and increased goodput substantially in tests against a plain Kubernetes Service.","retrieval_nugget":"Buoyant reports that Kinference, its Kubernetes inference control plane, cut median time-to-first-token by 95% on a shared-prefix workload and increased goodput substantially in tests against a plain Kubernetes Service. For teams serving open-weight models, the result highlights how routing decisions that account for cached prompt context can matter as much as adding replicas.","published_at":"2026-11-07","updated_at":"2026-11-07","record_date":"2026-11-07","date_kind":"published_at","topics":["inference"],"entities":["Buoyant","Kinference","vLLM","Qwen-3.8-27B-FP8","Kubernetes","GuideLLM"],"related_patterns":["harness-architecture-outlives-model-choice"],"novelty_label":"new_fact","what_changed":"Buoyant published distributed-inference benchmarks comparing Kinference with plain Kubernetes.","prior_refs":["https://newruntime.com/posts/buoyant-open-sources-kinference-an-inference-control-plane-aa8c1e/"],"source_url":"https://www.buoyant.io/blog/distributed-inference-benchmarks-kinference-vs-plain-kubernetes","source_urls":["https://www.buoyant.io/blog/distributed-inference-benchmarks-kinference-vs-plain-kubernetes"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:buoyant-publishes-kinference-vs-plain-kubernetes-distributed-benchmarks-de2cef","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/buoyant-publishes-kinference-vs-plain-kubernetes-distributed-benchmarks-de2cef/","markdown":"https://newruntime.com/posts/buoyant-publishes-kinference-vs-plain-kubernetes-distributed-benchmarks-de2cef.md","json":"https://newruntime.com/posts/buoyant-publishes-kinference-vs-plain-kubernetes-distributed-benchmarks-de2cef.json"},"markdown_url":"https://newruntime.com/posts/buoyant-publishes-kinference-vs-plain-kubernetes-distributed-benchmarks-de2cef.md","next_reads":[{"type":"topic","path":"/topics/inference/","url":"https://newruntime.com/topics/inference/","title":"Inference","reason":"Explore the inference topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/inference.md","json_url":"https://newruntime.com/topics/inference.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}