AI Developer & Backend Engineer | MS Computer Science, UIC | Ex-PwC Senior SWE
📍 Chicago, IL · 🔗 LinkedIn · 📧 mxguleria@gmail.com
I'm an AI Developer and Backend Engineer with ~4 years of production backend engineering experience, now specializing in designing and deploying AI/LLM-powered applications, distributed RAG systems, and cloud-native REST APIs across AWS and Azure.
I recently completed my MS in Computer Science at University of Illinois at Chicago (UIC), I focus on Agentic AI systems, multi-agent LLM architectures, distributed RAG pipelines and scalable ML pipelines. I enjoy working at the intersection of AI research and real-world engineering, building systems that are production-ready, not just experimental.
Previously at PwC as a Senior Software Engineer for 3.5+ years, I built and deployed 10+ REST APIs for a B2C SaaS talent marketplace serving 32K+ active users, streamlined CI/CD pipelines achieving 98% deployment success, led a 10-member incident response team, and mentored 5 engineering interns.
| Project | Description | Stack |
|---|---|---|
| Distributed RAG System | End-to-end distributed RAG pipeline for 600+ research papers on AWS — Hadoop → Spark → Flink + Neo4j | Scala, Apache Spark, Hadoop MapReduce, Apache Flink, Neo4j, Docker, AWS EKS |
| Memory Anchor | Agentic AI app for Alzheimer's support · Hackathon Finalist Top 6/80 | Python, Google Gemini, Agentic AI |
| Multi-Agent LLM Evaluation Framework | Designed LangGraph-based single-agent and multi-agent LLM pipelines for code generation and requirements engineering, evaluating accuracy, cost, and repair effort across 1,282+ tasks | Python, LangGraph, LangChain, Claude, EvalPlus |
| Movie Recommendation System | AI-powered recommender · 0.92 RMSE · FastAPI inference service | Python, FastAPI, Docker, Jenkins, Grafana |
AI & LLM Systems: Agentic AI, RAG pipelines, LangGraph, multi-agent orchestration, Google Gemini, OpenAI/ChatGPT, Claude, Ollama
Backend & APIs: REST APIs, ASP.NET, FastAPI, Django, Microservices, Akka HTTP
Cloud & DevOps: AWS (EKS, EMR, S3, EC2, ECR, IAM), Azure, Azure DevOps, Docker, Kubernetes, Jenkins, CI/CD, Linux/Unix, Git, GitHub
Languages & Web: Python, C#/.NET, Scala, JavaScript, HTML, CSS, JSON, WordPress
Data & ML: Apache Spark, Flink, Hadoop MapReduce, Delta Lake, SQL, MySQL, PostgreSQL, NoSQL, Neo4j
