High-volume consumer technology platform
Production AI Platform
Designed and implemented Kubernetes-based infrastructure for machine-learning and generative-AI workloads — serving, routing, rollout control, and observability as one platform path.
- Kubernetes
- Model serving
- LLM inference
- AI gateways
- Canary deployments
- Observability
Read the case studyMulti-account cloud engineering organization
Enterprise Cloud Platform Modernization
Designed and automated a shared cloud baseline — identity, networking, Kubernetes, and reusable foundations — so application teams could build without owning the underlying stack.
- AWS
- Kubernetes
- Terraform
- IAM
- Networking
- Infrastructure as Code
- Platform automation
Read the case studyFintech product engineering team
Infrastructure & Deployment Automation
Built Terraform and CI/CD as the only path to create environments, so infrastructure changes were reviewable, repeatable, and owned by the team after handover.
- Terraform
- CI/CD
- Infrastructure as Code
- Deployment automation
- Environment automation
- Release engineering
Read the case studyPublic-facing production application, high request volume
Production Reliability Engineering
Rebuilt how production was observed, shipped, and recovered — telemetry that can be acted on, safer releases, and a defined path when things fail.
- Site Reliability Engineering
- Monitoring
- Metrics
- Logging
- Alerting
- Production hardening
Read the case studyMulti-account enterprise AWS estate
Cloud Security & Identity Architecture
Implemented identity and access-control patterns in the same infrastructure as the platform, tightening boundaries and cutting standing access paths.
- AWS IAM
- Identity architecture
- Infrastructure security
- Terraform
- Cloud governance
- Access controls
Read the case studyProduct engineering team planning a production AI path
AI Infrastructure Architecture & Advisory
Advised on how to serve, route, and operate AI workloads — including self-hosted inference options, failover, and production constraints. Design and guidance, not a claim of completed production operation.
- Kubernetes
- Model serving
- GPU workloads
- AI gateways
- Observability
- Infrastructure security
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