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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

Apr 10, 2026 · 27 min read
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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. No error. No explanation. Just a blank chat bubble where a tool call should have been.

Apr 10, 2026 · 7 min read