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⚡ AI Lessons

Dev.to · Devam Parikh
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Exposing Internal Kubernetes Agent UIs: Lessons from VPC Lattice, DNS, and Private Access
Private Kubernetes UIs need more than a healthy service. DNS targets, VPN routing, and Lattice endpoint associations decide whether users can actually connect.

Dev.to · Devam Parikh
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
From Tool Discovery to Real Execution: Verifying a Multi-Cluster MCP Path
A practical checklist for proving that a Kubernetes agent can call federated MCP tools across clusters end to end.

Dev.to · Devam Parikh
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
One Agent, Many Clusters: Federating Kubernetes MCP Tools with Kagent and Agentgateway
A practical pattern for exposing read-only Kubernetes tools from multiple clusters to a single Kagent agent through Agentgateway Virtual MCP.
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