Looking for a job

Ayush Jain

@ayushjain6

Message

I build agentic AI analytics and retrieval systems that turn legacy data into usable products.

India

Message

What I'm looking for

I'm looking to build production AI systems where agentic workflows, retrieval, evaluation, and customer-facing products solve real business problems.

At Armakuni, I own an agentic analytics assistant end-to-end, building NL2SQL, RAG, and chart-explanation agents in LangGraph over Redshift and OpenSearch. I shipped containerised FastAPI services on AgentCore Runtime, achieving 95% RAG and 85% NL2SQL accuracy on held-out eval sets at under $0.001 per request.

Previously at Equality Healthcare, I built the ML layer and Python backend for PillO and replaced manual catalogue verification with an OCR pipeline that cleared a 200,000-product backlog. I enjoy turning AI use cases into fast POCs that become funded delivery.

Experience

Work history, roles, and key accomplishments

Current

AI/ML Engineer

Current

Armakuni

Jun 2025 - Present (1 year 3 months)

Owns an agentic analytics assistant end-to-end, from agent runtime to customer-facing API, over decades of legacy data. Built NL2SQL, RAG, and chart-explanation agents in LangGraph, with tool calling over Redshift and OpenSearch.