Architect.
Build. Lead.

From an AI-DLC framework to hands-on adoption

Built: a Claude Code plugin marketplace and repository onboarding flow, reusable skills, safety hooks, MCP integrations, and review workflows. Extended this with shared context and remote agent execution on AgentCore and EC2.

Impact: helped lead a two-week engineering pilot on real cloud-platform migration work. Engineers started hands-on on day one using the prepared framework; by week two, all responding engineers rated Claude Code “Significantly Faster.”

Estimated productivity gain

1.5–2×

Reported significant rework

21% → 5%

Engineers in the pilot

9

Reported outcomes from one two-week pilot. Productivity is an engagement estimate; the week-two rating refers to survey respondents. These figures do not describe adoption or results across the wider organization.

Making shop floor connectivity easier to operate

Co-built: agentic tooling using Strands Agents, MCP, and CLI/UI workflows, continuing into the SFC Agentic Control Plane.

Impact: connected AI-assisted configuration and validation to edge deployment, runtime monitoring, and operational remediation. The result is a public reference that covers the operator’s workflow, demonstrated at Hannover Messe 2026.

Turning repeated delivery work into a reusable library

Co-built: the CDK CI/CD Wrapper, carrying patterns from enterprise delivery into an open-source CDK Labs project.

Impact: gave teams a way to wrap existing CDK applications with extensible deployment stages, test hooks, dependency and CVE scanning, and license validation. Shared delivery requirements became reusable tooling instead of another pipeline to build from scratch.

Connecting architecture decisions to delivery

Delivered: cloud transformation work, migration strategies, reusable internal engineering artifacts, and developer workshops across automotive engagements.

Impact: delivered one automotive cloud transformation within seven months. In a separate engagement, secured executive buy-in for an Azure-to-AWS migration strategy and organized an onsite hackathon with more than 20 developers to put it into practice. Contributed technical direction across 100+ customer projects in IoT, data ingestion, and CI/CD.

Owning the software beyond the release

Built and operated: IoT lifecycle-management services, administrative web interfaces, deployment scripts, and cloud infrastructure.

Impact: carried work through requirements, release planning, QA, deployment, monitoring, and a 24/7 on-call rotation. Combined product changes with production operations and helped new engineers get started through interviews, bootcamps, and hands-on support.

Modernizing a platform while growing its team

Built: developer integrations for embedded web platforms and a lifecycle-management system delivering software to devices over the air.

Impact: planned and executed a production migration from PHP 5.3 to 7.0.1, including dependency patches, rollback planning, and customer coordination. As team lead, managed engineers across Europe and Asia, with responsibility for hiring, coaching, technical direction, and delivery while staying hands-on.