AI/ML Engineer

I am an AI/ML Engineer with over 2+ years of experience building production agentic AI systems and multi-agent orchestration. I specialize in designing and deploying autonomous workflows using advanced frameworks such as LangChain, LangGraph, and MCP to enable complex reasoning, tool-calling, durable execution, and task orchestration. My expertise includes architecting multi-LLM proxy systems capable of intelligent routing and handling over 10,000 daily API calls.

Currently, I am developing a knowledge graph-enhanced database agent to facilitate natural language data retrieval. I have a strong foundation in cloud-native deployment, particularly with AWS services, and I am experienced in Retrieval-Augmented Generation (RAG) architectures and production ML systems. I have published more than 60 technical articles on AI system design and implementation, demonstrating my commitment to knowledge sharing and thought leadership.

In my current role, I design and deploy generative AI applications, including RAG-based conversational agents for chat, voice, and simulation workflows. I have built enterprise-grade conversational chatbots integrating custom SQL agents and agentic workflows for database access. I also architect scalable evaluation pipelines and multi-LLM proxy servers that optimize API orchestration and reduce rate limit errors significantly.

I have developed end-to-end ETL pipelines to automate data integration for AI workflows and implemented multi-modal video analysis pipelines to enrich RAG responses. Additionally, I have deployed AI-powered outreach automation systems that leverage feature engineering from CRM data to enable personalized customer messaging at scale.

My projects include building multi-agent research systems coordinating specialized agents with memory and context-aware collaboration, developing database agents with knowledge graphs, and creating production recommendation engines using vector databases. I have hands-on experience with containerized AI applications on AWS ECS, automated CI/CD pipelines, and advanced transformer architectures including Vision Transformers, Llama-2, and GPT-2.

I am passionate about pushing the boundaries of AI and machine learning by combining deep technical expertise with practical deployment skills to deliver scalable, reliable, and innovative AI solutions.