Senior Full Stack AI Engineer Toptal
I lead architecture and end-to-end delivery for client AI, SaaS, marketplace, and automation platforms. I translate ambiguous requirements into production-ready systems while owning technical strategy, releases, operational reliability, and engineering quality.
I built AI-assisted automation and agentic workflows using OpenAI, retrieval, embeddings, vector search, tool calling, structured JSON outputs, validation, retries, and fallback strategies. These solutions include Sage Intacct automation for Reis Contracting/Agent.Press and data-quality-focused AI capabilities for Local Falcon.
As technical lead for Keys Community and contributor to BookRevs, I work across Next.js, NestJS, PostgreSQL, Redis, RabbitMQ, and AWS. I improve performance and resilience through indexing, caching, query optimization, idempotency, asynchronous processing, observability, and defensive error handling while mentoring distributed engineering teams.