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The short version
I run the internal platform four product teams ship on — provisioning, delivery, reliability and secrets — and I built the AI layer that helps operate it without giving an agent production access.
What I run
Four product teams ship onto a platform I own, made of four layers: provisioning with Terraform across fifteen AWS accounts, delivery through a reviewed pipeline, observability against a 99.9 percent availability target, and secrets held in AWS Secrets Manager with one scoped role per app. Above it sits an AI operations layer that can read production and propose changes as pull requests, never apply them. The platform serves fifty services across three environments on EKS.
4 product
teams
AI ops layer · reads, proposes PRs
provisioning — Terraform, 15 AWS accounts
delivery — reviewed pipeline, 15+ deploys/day
observability — 99.9% SLO, burn-rate alerts
secrets — Secrets Manager, one role per app
50 services
3 environments
the agent can read production and open a PR — it cannot apply anything
Everything above runs on EKS. The four layers are four project write-ups.Read any of them →
99.9% SLO held since early 2024 ·
2 days → 1 hour to stand up an environment ·
triage 22 → 8 min
Resume (PDF)
LinkedIn
liana.gizatulina@gmail.com
Tampa, FL · remote