Run DeepSeek R1 on Kubernetes — Self-Hosted LLM Guide (2026)
Deploy DeepSeek R1 on your own Kubernetes cluster using Ollama or vLLM. Includes GPU node setup, Helm deployment, persistent model storage, and an OpenAI-compatible API.
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Deploy DeepSeek R1 on your own Kubernetes cluster using Ollama or vLLM. Includes GPU node setup, Helm deployment, persistent model storage, and an OpenAI-compatible API.
Kubernetes requests and limits control how much CPU and memory a pod gets. Get them wrong and your pods get throttled, OOMKilled, or evicted. Here's how they actually work.
RDS instance hits 100% storage and your database goes read-only. Here's the immediate fix, how to prevent it with autoscaling, how to monitor free storage, and what's eating your disk.
Build a stateful DevOps agent using LangGraph that can plan multi-step infrastructure tasks, use tools, handle errors, and maintain conversation context — deployed on Kubernetes with a FastAPI interface.
MongoDB and PostgreSQL take opposite approaches to data storage. Here's the real ops difference — backup strategies, Kubernetes operators, replication, monitoring, and when to recommend each to your dev team.
The best YouTube channels, courses, blogs, and communities for learning DevOps in 2026 — curated for beginners, intermediate engineers, and specialists. Stop watching random tutorials and learn from the best.
Kubernetes nodes are the machines where your containers actually run. Here's what a node is, the difference between worker nodes and control plane nodes, what runs on them, and how to manage node issues.
Build a CLI tool that automatically diagnoses Kubernetes issues — OOMKilled, CrashLoopBackOff, pending pods — by gathering cluster state and asking Claude what's wrong and how to fix it.
Working remotely as a DevOps engineer has unique challenges — async coordination during incidents, context switching, always-on culture. Here's what actually improves productivity without burning out.