The Workstation Blog
Kubernetes
Posts tagged Kubernetes.
Ring Promoter — QA Gates Before Production
Ring Promoter QA gates: auto-promote early rings, keep a human gate before prod, and treat health plus version checks as first-class quality gates.
Balinder WaliaRead 
Turbocharging LLMs
Workstation on turbocharging LLMs: PagedAttention paging for KV cache, vLLM serving, Self-Debugging for agents, PowerInfer token rates, and EG-MLA memory cuts — with production trade-offs.
Balinder WaliaRead 
Ring Promoter: Modern CI/CD You Cannot Miss for AI-Powered Deployments
Ring Promoter is the modern CI/CD control plane for AI-powered deployments: shared rings, health gates, version verification, auto-rollback, and multi-app promote.
Balinder WaliaRead 
Workstation WSL Proxy: API Gateway, CDN & Agent Edge
Workstation WSL Proxy (WSLProxy) is a complete API gateway and CDN edge: live routing, WAF, cache, multi-POP DNS, MCP — with Agents Gateway and MCP Gateway in progress.
Balinder WaliaRead 
KubePilot: CoPilot, Pilot & AutoPilot for Faster Kubernetes Incidents
KubePilot helps SRE, DevOps, and platform teams move from noisy cluster signals to a safe fix — CoPilot, Pilot, and AutoPilot. Open source at kubepilot.org.
Balinder WaliaRead 
Agentic AI Security: MCP OAuth, VPN & HashiCorp Vault Leases
Secure enterprise AI agents with MCP OAuth 2.1, VPN-isolated tools, and HashiCorp Vault leases that auto-rotate and expire — plus Claude, OpenAI, and Cursor recommendations.
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What is Deep Learning? Workstation Guide for Builders & Business
Workstation rewrite of AWS What is Deep Learning: neural networks, generative AI, vision/speech/NLP/recommendations, and how teams ship DL in the cloud or on Kubernetes.
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Kubeflow + Argo CD: GitOps MLOps on Kubernetes
Pair Kubeflow and Argo CD for MLOps on Kubernetes: train and register models in Kubeflow, promote InferenceServices with GitOps, roll back with git revert.
Balinder WaliaRead 
Large Language Models Explained: How LLMs Work and How to Run Your Own on Kubernetes
What are Large Language Models and how do they work? A clear, non-technical explainer for managers and engineers — tokens, embeddings, transformers, training and inference — plus production Kubernetes YAML to deploy your own LLM with Ollama and vLLM.
Balinder WaliaRead 
Couchbase upgrades with CAO pause gates: a support-friendly overview
A support-friendly, SRE-ready overview of Couchbase Server rolling upgrades under the Couchbase Autonomous Operator (CAO), using spec.paused to gate swap-rebalance one node at a time—so you can stabilize, validate health, and keep rollback options open.
Balinder WaliaRead