I help teams operating on AWS and Kubernetes reduce outage risk, control cloud spend, and ship production AI/LLM features safely — with clear decisions and minimal ceremony.
Most systems don’t fail because of tooling — they fail due to unclear boundaries. I review architecture, cost behavior, and operational risk, then deliver a prioritized plan your team can execute without rewrites.
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