Infrastructure & AI Systems Advisor

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.

Focus

High-signal reviews. Clear decisions.

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.

Typical engagements
  • Production AI/LLM risk audit (data exposure, guardrails, cost behavior)
  • AWS/Kubernetes architecture review (scale, reliability, recovery)
  • Cloud cost diagnosis (hotspots + non-linear growth risks)
  • Incident root cause + prevention plan
Private access

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