Williams Shwan
@williamsshwan
Senior AI full-stack engineer building production LLM, RAG, and agentic workflows at scale.
What I'm looking for
I’m a Senior AI Full Stack Engineer with 10+ years of experience delivering production-grade AI, SaaS, backend, and full-stack applications. I specialize in Large Language Model (LLM) applications—especially Retrieval-Augmented Generation (RAG) and agentic systems.
At Nike and across client work, I’ve built scalable GenAI solutions for both enterprise and startup environments. I design RAG pipelines with hybrid search, reranking, metadata filtering, and retrieval evaluation loops to improve accuracy and reduce hallucinations, then productionize with secure multi-tenant architectures and robust observability.
I also develop LangChain and LangGraph-based multi-agent workflows with tool calling, conditional routing, memory handling, and workflow state management. I care deeply about evaluation, response validation, and reliable deployment—turning promising prototypes into dependable AI-powered products.
Experience
Work history, roles, and key accomplishments
Designed and deployed production LLM applications using Python, FastAPI, OpenAI/Claude, and AWS to enable intelligent automation and user-facing GenAI features. Built RAG pipelines and LangGraph agentic workflows, integrated enterprise data and internal APIs, and added evaluation and observability for production readiness.
Full Stack Engineer
Tech Consulting Group
Nov 2020 - Nov 2022 (2 years)
Built full-stack, LLM-powered client solutions including semantic search, content generation, automation workflows, and knowledge assistants. Developed RAG systems and agentic workflows with document indexing, tool/API integrations, multi-tenant security, and production monitoring.
Developed backend systems for large-scale data processing, internal analytics, experimentation, and distributed workflows. Implemented event-driven pipelines on Google Cloud and improved observability, reliability, and experimentation infrastructure.
Delivered full-stack features and backend APIs for high-traffic consumer platforms across marketing, analytics, and digital product workflows. Built microservices, integrated frontend-to-backend APIs, and optimized SQL, caching, and CI/CD deployments for performance and reliability.
Designed and implemented scalable REST APIs and backend services using Java, Spring Boot, Node.js, and MySQL. Improved database performance and helped transition monolithic systems toward modular, service-oriented architecture with Agile/Scrum delivery and production support.
Education
Degrees, certifications, and relevant coursework
Southwestern Oklahoma State University
Bachelor's degree, Computer Science
2008 - 2012
Grade: 3.98
Earned a Bachelor's degree in Computer Science from Southwestern Oklahoma State University (2008–2012), achieving a 3.98 GPA.
Availability
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Authorized to work in
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