Open to opportunities

Aman User

@amanuser19

Message

I build agentic AI and RAG systems that ship reliably in regulated settings.

India

Message

What I'm looking for

I want to build reliable agentic AI and RAG systems end-to-end—tool-calling, schema validation, and guardrails—then deploy them to production on AWS, working in a delivery-focused, regulated-domain environment.

I’m an Agentic AI Engineer and Data Scientist with 2+ years of experience building production-grade LLM applications and multi-step agentic workflows. I designed and shipped a registry-driven multi-agent orchestration platform with tool-calling, schema validation, and deterministic fallbacks (guardrails), plus RAG pipelines (chunking, embedding, vector search, re-ranking) served over FastAPI.

I’m comfortable across the full build lifecycle—from prototyping to production in delivery-focused environments. I benchmarked ML models for regulated financial workflows (including a top-model precision 20% improvement) and exposed AI capabilities via deployed AWS services using Docker, while also collaborating on React.js UI work during my internship.

Experience

Work history, roles, and key accomplishments

Current

Data Scientist

Current

Infocowins Software Private Limited

Jun 2024 - Present (2 years 1 month)

Designed and shipped a registry-driven multi-agent orchestration platform with LangGraph/LangChain, tool-calling, schema validation, and deterministic fallback guardrails. Built production RAG pipelines served via FastAPI and deployed ML/agentic services on AWS using Docker.