AI / agent platform SRE experience; cost-meter / chargeback systems built or operated.
Multi-cloud production experience; open-source contributions to IaC / observability tooling.
AI / ML / agent system observability instrumentation (LLM cost, agent cost, eval scores).
Vendor certifications such as HashiCorp Terraform Associate / Professional, Azure Solutions Architect Associate, or Databricks Data Engineer Professional.