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cluster-shepherd: The AI Ops Agent That Actually Knows Your Cluster

April 2026 — what happens when you stop treating AI as a search engine and start treating it as a co-pilot with real cluster access

When Gemini Says Nothing: Two Silent Failure Modes in MCP + LibreChat

April 2026 — field notes from wiring a Kubernetes SRE agent to Gemini 2.5 Flash I spent the better part of two days debugging an AI agent that would reliably respond with… nothing.