what is the best llm for k8s deploy as of may 2025 - SERP Analysis

https://www.mirantis.com/blog/the-best-kubernetes-management-tools-of-2025/

https://developers.redhat.com/articles/2025/05/20/llm-d-kubernetes-native-distributed-inferencing

https://www.solo.io/blog/llm-d-distributed-inference-serving-on-kubernetes

https://cast.ai/blog/enterprise-kubernetes-best-practices/

https://www.reddit.com/r/kubernetes/comments/1kd5a5e/whatre_people_using_as_selfhotedonprem_k8/

https://medium.com/%40sheriff.akram/ai-agents-the-future-of-multi-cloud-kubernetes-ml-llm-deployment-management-5caf0a849f1e

https://thenewstack.io/build-scalable-llm-apps-with-kubernetes-a-step-by-step-guide/

https://www.reddit.com/r/mlops/comments/1f8zrci/deploying_llms_to_k8/

https://www.perfectscale.io/blog/llms-without-gpus

https://www.linkedin.com/pulse/deploy-large-language-models-llms-kubernetes-guide-dharil-patel-i1ncc

https://aiengineering.academy/Deployment/DeployLLMtoProd/

https://purushothamkdr453.medium.com/ai-powered-kubernetes-assistant-for-kubernetes-531cccdcb40d

https://www.opensourceforu.com/2024/12/deploying-large-language-models-on-kubernetes/

https://www.wiz.io/academy/ai-ml-kubernetes-best-practices

https://www.bentoml.com/blog/cold-starting-llms-on-kubernetes-in-under-30-seconds

https://www.youtube.com/watch?v=I6L3d0bR7ik

https://overcast.blog/7-best-machine-learning-ml-ai-tools-for-kubernetes-resource-optimization-1f7090c2c6b0

https://www.plural.sh/blog/self-hosting-large-language-models/

https://www.mirantis.com/blog/scaling-ai-for-everyone-why-llm-d-marks-a-turning-point-for-open-source-ai-infrastructure/

https://www.hyperstack.cloud/technical-resources/tutorials/how-to-get-started-with-llms-and-kubernetes-on-hyperstack-a-quick-start-guide

https://aws.amazon.com/blogs/containers/introducing-ai-on-eks-powering-scalable-ai-workloads-with-amazon-eks/

https://overcast.blog/mastering-kubernetes-for-machine-learning-ml-ai-in-2024-26f0cb509d81

https://opendatascience.com/build-and-deploy-multiple-large-language-models-in-kubernetes-with-langchain/

https://www.perfectscale.io/blog/kubernetes-clusters-ai

https://middleware.io/blog/kubernetes-challenges-and-solutions/

https://techcommunity.microsoft.com/blog/azurearcblog/public-preview-deploy-oss-large-language-models-with-kaito-on-aks-on-azure-local/4415453

https://www.packtpub.com/de-sg/learning/how-to-tutorials/deploying-llm-models-in-kubernetes-with-kfserving?srsltid=AfmBOooepx_dhDXvsvZqRVI_eu3xYDttDC9FMfuHJmXFV2E-wsNvkqWS

https://rocm.blogs.amd.com/artificial-intelligence/llm-d-distributed/README.html

https://www.youtube.com/watch?v=JD8ZD3pNij0

https://cloud.google.com/kubernetes-engine/docs/tutorials/serve-with-gke-inference-gateway

https://blog.palark.com/best-practices-for-deploying-highly-available-apps-in-kubernetes-part-1/

https://www.nvidia.com/gtc/sessions/exploring-kubernetes/

https://www.youtube.com/watch?v=EmGe_58524g

https://www.linkedin.com/posts/davidstroudai_32-mastering-llm-workflows-with-kubeflow-activity-7282807405350989827-d7WH

https://www.truefoundry.com/blog/truefoundry-deploy-fine-tune-open-source-llms

https://cloud.google.com/kubernetes-engine/docs/tutorials/serve-multiple-gpu

https://www.youtube.com/watch?v=hzKjsFCo6t8

https://blog.christianposta.com/ai/running-nvidia-nim-with-the-kubernetes-nim-operator/

https://docs.ray.io/en/latest/serve/production-guide/kubernetes.html

https://kubernetes.io/blog/

https://developer.harness.io/docs/continuous-delivery/deploy-srv-diff-platforms/kubernetes/kubernetes-faqs/

https://www.turing.com/interview-questions/kubernetes

https://www.modular.com/ai-resources/scaling-llm-serving-with-distributed-systems-and-kubernetes

https://www.youtube.com/watch?v=TIDpKP7Sw7E

https://cast.ai/blog/gke-cluster-optimization-13-tactics-for-a-smoother-k8s-deployment/

https://www.kapstan.io/blog/ray-serve-on-kubernetes

https://rafay.co/platform/kubernetes-for-ai-applications/

https://lakefs.io/blog/mlops-tools/

https://www.devopsdigest.com/ai-and-kubernetes-challenges-93-of-enterprise-platform-teams-struggle-with-complexity-and-costs

https://www.slideshare.net/slideshow/running-opensource-llm-models-on-kubernetes-volodymyr-tsap/266399833

https://logz.io/blog/demystifying-kubernetes-observability-gen-ai-llm/

https://www.hyperstack.cloud/blog/case-study/why-kubernetes-is-essential-for-ai-workloads

https://www.theregister.com/2025/04/22/llm_production_guide/

https://dev.to/thenjdevopsguy/ollama-llm-on-kubernetes-locally-run-it-on-your-laptop-1i3p

https://developer.hpe.com/blog/integrating-k8sgpt-to-empower-kubernetes-with-ai-in-hpe-greenlake-for-private-cloud-enterprise/

https://www.alibabacloud.com/blog/601874

https://mlflow.org/docs/2.21.3/deployment/deploy-model-to-kubernetes/tutorial/

https://www.prismetric.com/top-llmops-tools/

https://www.hypershift.com/blog/azure-deployment-2025-best-year-to-migrate

https://infohub.delltechnologies.com/p/vllm-meets-kubernetes-deploying-llama-3-models-using-kserve-on-dell-poweredge-xe9680-with-amd-mi300x-2/

https://thenewstack.io/kubernetes-is-taking-over-deploy-smarter-with-4-new-techniques/

https://www.tigera.io/blog/kubernetes-security-in-2025-the-de-facto-platform-of-genai-applications/

https://www.kubeflow.org/docs/components/pipelines/legacy-v1/installation/localcluster-deployment/

https://www.coreweave.com/blog/coreweave-joins-red-hat-open-source-ai-project

https://simonwillison.net/2025/Mar/11/using-llms-for-code/

https://learn.microsoft.com/en-us/azure/machine-learning/how-to-deploy-azure-kubernetes-service?view=azureml-api-1

https://nathanbenaich.substack.com/p/your-guide-to-ai-may-2025

https://www.spectrocloud.com/blog/k8sgpt-localai-unlock-kubernetes-superpowers-for-free

https://www.civo.com/learn/kubernetes-llama-deploy-ai-models-llm-gpu-cluster

https://blog.mozilla.ai/deploying-deepseek-v3-on-kubernetes/

https://langfuse.com/self-hosting

https://coralogix.com/guides/aiops/llm-observability-tools/

https://docs.nvidia.com/nim/large-language-models/1.7.0/multi-node-deployment.html

https://neptune.ai/blog/mlops-tools-platforms-landscape

https://www.nexastack.ai/blog/model-deployment-architecture

https://jaqpot.org/blog/run-and-deploy-an-llm-part2

https://devopscon.io/san-diego/

https://www.griddynamics.com/blog/kubernetes-use-cases

https://pub.towardsai.net/learning-kubernetes-the-right-way-in-2024-221a88a7ddef

https://docs.aws.amazon.com/eks/latest/userguide/ml-tutorials.html

https://www.infracloud.io/blogs/running-llama-3-with-triton-tensorrt-llm/

https://www.linode.com/docs/guides/deploy-llm-for-ai-inferencing-on-apl/

https://juicefs.com/en/blog/usage-tips/train-large-language-model-kubernetes-storage

https://docs.modular.com/max/tutorials/deploy-max-serve-on-kubernetes/

https://ai.plainenglish.io/continuous-delivery-for-llm-training-on-kubernetes-0d1acc48a634

https://rocm.blogs.amd.com/artificial-intelligence/Navigating-vLLM-Inference-with-ROCm-and-Kubernetes/README.html

https://adex.ltd/deploy-deepseek-r1-llm-locally-with-ollama-and-open-webui

https://gcore.com/blog/5-reasons-k8s-ai

https://www.kapstan.io/blog/deploy-ai-llm-apps

https://slashdot.org/software/ai-inference/for-kubernetes/

https://docs.ray.io/en/latest/cluster/kubernetes/index.html

https://konghq.com/resources/demos/kong-konnect/owasp-securing-llm-deployments

https://www.mygreatlearning.com/blog/build-deploy-rag-pipeline-2/

https://www.cncf.io/blog/2025/01/16/observing-and-monitoring-large-language-model-workloads-with-ray/

https://www.youtube.com/watch?v=PRzxq3ZuIdQ

https://github.com/Mintplex-Labs/anything-llm/issues/1463

https://developer.furiosa.ai/latest/en/cloud_native_toolkit/kubernetes.html

https://kgateway.dev/blog/smarter-ai-reference-kubernetes-gateway-api/

https://www.chaosgenius.io/blog/databricks-model-serving/

https://www.slideshare.net/slideshow/training-and-serving-llm-s-on-kubernetes-a-beginner-s-guide/273280074