Professional Profile
Principal-level AI and software engineering leader with 20+ years of experience designing, building, and operating production software and cloud platforms. Hands-on technical leader with enterprise healthcare AI experience spanning model inference, document/data pipelines, distributed systems, Kubernetes, cloud infrastructure, performance optimization, security, and production operations. Proven record of defining technical approaches, establishing reusable engineering patterns, leading cross-functional initiatives, mentoring engineers, and delivering through ambiguity. Known for turning difficult technical problems into scalable, production-ready solutions while remaining deeply engaged in architecture and implementation.
Core Expertise
AI / ML Engineering
• LLM enabled systems • RAG • Model inference • AI pipelines • Model optimization • Document / data ingestion
Cloud & Platform
• Kubernetes • KEDA • Docker • AWS • GCP • Azure • Cloud architecture • CI/CD
Distributed Systems
• Event-driven architecture • Kafka • Pub/Sub • APIs • Async processing • Microservices
Reliability & AI Ops
• Performance/load testing • SLA readiness • Observability • Cost optimization • Production support • Security
Technical Leadership
• Architecture & design • Technical standards/patterns • Cross-team influence • Mentoring • Vendor/contractor leadership • Agile/Scrum
Languages / Tools
• Python • JavaScript • C# / .NET • SQL / NoSQL • Bash / PowerShell • Terraform • Linux
Work Experience
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- Led technical direction for enterprise AI engineering initiatives, designing and delivering production systems that support healthcare workflows, model inference, document intake, and decision-support capabilities.
- Designed and led development of reusable AI pipeline capabilities, including real-time and asynchronous inference, scalable Kubernetes processing patterns, secure ingestion, and model optimization workflows.
- Led the Decision Support squad and provided architecture, design, implementation, mentoring, and technical direction across engineers and contractors; reduced friction and strengthened collaboration with Data Science through recurring technical alignment.
- Designed and delivered APIs for outpatient/inpatient authorization and document intake, real-time inference, and async processing; served as a technical liaison between AI Engineering, Data Science, Cloud, DevOps, and business partners.
- Load-tested models, client code, and Kubernetes GPU-node scaling to improve inference performance and reduce the cost of Triton-hosted model inference.
- Developed reusable KEDA ScaledJobs patterns for trigger-based Kubernetes processing and Azure Storage Container ingestion, enabling document/JSON ingestion for multiple CenterWell initiatives.
- Led or contributed to cloud/platform architecture and modernization, including infrastructure upgrades, migration planning, OCR onboarding, Kubernetes upgrades, container registry migration, and Kafka adoption.
- Drove production reliability and operational excellence through incident response, SLA/load testing, model updates, performance improvements, security/secret-leak mitigation, and infrastructure planning.
- Established engineering practices beyond individual projects, including a Technical Requirements Template, recurring Code Quality discussions, Test Driven Development education, and reusable DevOps patterns.
- Onboarded and mentored engineers and Deloitte contractors; repeatedly selected to lead ambiguous or high-priority initiatives and transition projects from pilot through production.
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Responsible for provisioning, maintaining and developing Google Cloud Function microservices that process millions of messages an hour using HTTP and PubSub triggered events.
- Maintained and became subject matter expert on microservices that synced discounts between Recharge and Shopify.
- Developed pattern to secure HTTP driven GCP Cloud Functions.
- Developed email notification microservices capable of sending event driven templated emails.
- Configured Open Telemetry Collector to receive SignalFX formatted metrics and export them to the SignalFX ingress.
- Contributed to Open Telemetry Collector open source ecosystem.
- Interviewed and mentored interns during the summer of 2022.
- Led project to request shipping rates using Shopify's subscription contract GraphQL API's.
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Senior Full Stack Software Developer on the PATLive product team.
- Migrated on-premises based ACD platform to cloud and provisioned SIP trunking to enable a 200 agent contact center to go remote and grow to 1600 agents during the Covid-19 pandemic.
- Assisted with migration of on-premises VMWare servers to VMWare cloud on AWS.
- Developed Kubernetes based telephony platform prototype.
- Developed OpenSIPS and FreeSWITCH based VOIP platform integrating with Genesys Cloud to deliver interactions to agents.
- Developed customer facing web and mobile applications allowing users to view leads, analytics, voice and call recordings.
- Developed agent facing web application which prompts agents to answer interactions, take leads for customers and control calls.
- Developed web socket enabled SMS messaging web client.
- Developed Windows and Linux application deployment scripts.
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As manager of our Software Development department, I oversaw resource management, evaluation, and technical recruiting. Our department grew from a team of six to three teams each with 10 developers. I continued to perform software development and support duties during this period of growth.
- Developed Call Tracking Application. Features included toll-free and local telephone numbers, call recording, call analytics, dynamic number replacement and click2call.
- Managed FDOT Sunpass IVR project.
- Developed a cloud-based contact center for DCF with on-premises and remote agents throughout the state of Florida.
- Received Scrum Alliance Product Owner certification.
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Hired as a part-time web developer while taking undergraduate course work, I was tasked with developing a web based unified messaging platform to help customers manage an existing telephone-based communications service. Upon graduation in 2002, I was promoted to full-time Software Developer and promoted to a Senior Software Developer role in 2005.
- Developed Unified Messaging web application.
- Developed FEMA Map Assistance contact center application in partnership with IBM.
- Maintained company CRM, ticketing and contact center applications.