
Richard Lee
@richardlee6
I build scalable AI-powered SaaS platforms, LLM workflows, and high-volume data systems.
What I'm looking for
I've built AI-powered SaaS products at Breezy HR, including Candidate Sourcing on AWS Bedrock for semantic candidate matching, scoring, reranking, and personalized outreach.
I design production LLM and RAG workflows with embeddings, vector search, metadata filtering, contextual ranking, guardrails, and evaluation practices. I also improve Node.js microservice reliability through Redis, MongoDB, BullMQ, AWS SNS, WebSockets, observability, and resilient failure handling.
Previously at CallMiner and APPX Software, I built conversation analytics, NLP pipelines, event-driven services, enterprise records-management workflows, integrations, and data platforms. I enjoy owning production systems, mentoring engineers, and improving performance and reliability from design through release.
Experience
Work history, roles, and key accomplishments
Architected and shipped AI Candidate Sourcing on AWS Bedrock, building production Generative AI/LLM pipelines for semantic candidate matching and scoring. Designed RAG and semantic retrieval workflows, optimized LLM inference, and improved reliability across Node.js microservices.
Built full-stack capabilities for Eureka Analyze, a conversation-intelligence platform, using React, TypeScript, Node.js, and SQL. Developed NLP-driven speech analytics pipelines and engineered high-throughput data ingestion and event-driven services for real-time agent assistance.
Software Engineer
APPX Software, Inc
Apr 2017 - Mar 2019 (1 year 11 months)
Owned full-stack development of AXAEM, an enterprise archives and records-management platform, building database-driven workflows with APPX, JavaScript, HTML/CSS, SQL, and REST APIs. Delivered features across the full SDLC and managed releases across Linux environments.
Education
Degrees, certifications, and relevant coursework
University of North Florida
Bachelor of Science, Computer & Information Science
Bachelor of Science in Computer & Information Science from the University of North Florida.
Availability
Location
Authorized to work in
Salary expectations
Skills
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