• rbai: lead end-to-end development of a kubernetized vibe-coding harness that allows non-engineers to safely generate meta-specs that are then built, deployed, e2e tested and safely promoted through version control and cloud deployment stages

• rbi-gen-ai-perf: lead end-to-end development of a gen ai chatbot performance testing framework used to improve the response performance of 7 production chatbots from ~30% --> ~90% response accuracy

• bk assistant: lead end-to-end development and deployment of an in-restaurant gen ai observability platform current scaled to 2,000 US Burger Kings and headed to all 8,000 US Burger Kings by Q4 2028

• plk assistant: oversaw v1 porting of bk assistant to 20 Popeyes Louisiana Chicken restaurants which is now heading to 250 PLK restaurants by Q4 2026

• burger king/popeyes US platform lead: lead platform and SRE for BK and PLK mobile/webapp

• visauto: principal architect for the Python, Terraform, Helm and Docker Tesla VisionML Kubernetes runtime abstractions layer providing generalized workflows for Kubernetizing, deploying and testing Golang microservices to the Tesla Kubernetes clusters

• π: principal architect for Python and Terraform next-gen AWS Kubernetes compute platform which migrated 60+ Golang microservices off legacy infra, achieved 99.9% 2022 uptime and reduced ORG cloud spend 32%

• πd: helped lead development of the Python, Terraform, Helm and Docker π Kubernetes runtime abstractions layer providing generalized workflows for Kubernetizing, deploying and testing Golang microservices to π

• πmesh: developed an Istio CRD, Istio observability and Envoy scripting reference architecture adopted by all π microservices, as well as provided P1 on-call support that included extensive Istio production debugging

• mmodal: extensive development for the Python, Terraform and Docker reference architectures for a next-gen Kubernetes platform which containerized and onboarded 200+ microservices from on-prem to AWS in 2021

• msearch: principal Python architect for Elasticsearch observability clusters serving 2TB daily of aggregated logs and metrics to over 50 cross-functional teams leading to my promotion in 2018

• extensive and daily administration of scaled, global AWS self-hosted Kubernetes clusters

• sitecheck: containerized Python AWS cloud testing, observability and alerting tool driving 99% uptime in 2016