OpenAI API
LLM application and chatbot delivery
Lead-level product and platform engineering across production AI, distributed systems, and full-stack delivery. My strongest work connects technical depth with customer outcomes, operational reliability, and clear engineering leadership.
Production AI applications, retrieval, and workflow automation.
LLM application and chatbot delivery

Grounded retrieval workflows for customer-facing AI
Vector search for production RAG applications
Ambient transcription and clinical note workflows
LLM orchestration and retrieval application patterns
Structured extraction, validation, and model-ready data
End-to-end web products, SaaS workflows, and practical user experiences.
Type-safe web and backend application delivery
Full-stack product and workflow development
AI, data, API, and device-integration services
Customer-facing operational and SaaS interfaces
APIs, real-time systems, and backend services
Python web applications and platform services
Lightweight inference and integration APIs
GraphQL-powered SaaS application development
Data models, query systems, and dependable application interfaces.
Relational data models and performance-focused queries
Graph data and Cypher query paths for research workflows
Schema-driven APIs for complex client workflows
Secure, high-throughput service interfaces
Document data for SaaS application workflows
Low-latency application data and caching
Message-driven integration patterns
Real-time operational visibility and device workflows
Cloud operations, release quality, testing, and observable production systems.
Cloud delivery across compute, storage, and services
Consistent local, CI, and production environments
Automated build, test, and release workflows
Custom CI/CD tooling for ML-backed releases
Continuous integration and release automation
End-to-end quality checks for web applications
Operational dashboards and release diagnostics
Web delivery and reverse-proxy configuration
Connected devices, mobile control surfaces, and operational integrations.
Device telemetry and remote-control messaging
RS485, TCP, and serial embedded-device integrations
Native monitoring and remote-control applications
Neural-network models for automation workflows
Model experimentation for prediction systems
Production payment and certification workflows
Cloud-to-device services for distributed kiosks
Architecture, execution, and cross-functional leadership for complex products.
Pragmatic architecture for product and platform decisions
MVP-to-production planning and technical execution
Alignment across product, design, science, and operations
Growing engineers and reusable platform capabilities
Access control and healthcare or financial workflow safeguards
Workflow validation, experiments, and outcome-focused iteration