---
title: "Basil Ahamed - Program Analyst in Chennai | Tal"
description: "Meet Basil Ahamed, AI Engineer | RAG Systems & Multi-Agent Orchestration | LangGraph · MCP · FastAPI | Healthcare AI | Open to relocation: UK · EU · Canada · Singapore · UAE based in Chennai."
image: "https://tal.club/meet/basil/share-image"
---

# Basil Ahamed on Tal

## Headline

AI Engineer \| RAG Systems &amp; Multi\-Agent Orchestration \| LangGraph · MCP · FastAPI \| Healthcare AI \| Open to relocation: UK · EU · Canada · Singapore · UAE

## About

I build production AI systems — not demos\. 2\+ years as an AI Engineer at Changepond Technologies, shipping multi\-agent orchestration pipelines, enterprise RAG systems, and custom MCP server integrations for healthcare and insurance clients\. What I've actually built: → Custom Jira MCP Server with 23\+ tools — natural\-language\-to\-JQL conversion, issue analytics, root\-cause analysis, and runbook extraction\. Built from scratch after evaluating open\-source options as a poor fit for our cost model and workflows\. → Multi\-agent NLP\-to\-SQL chatbot — LangGraph \+ LangChain \+ Azure OpenAI processing millions of unstructured hospital and insurance billing notes into account\-level and bill\-level insights, with data masking and rehydration guardrails for healthcare PII compliance\. → Enterprise Knowledge Discovery Platform — RAG pipelines over documents, Git repositories, Jira, and Confluence using recursive and AST\-based code chunking\. RBAC/UBAC access control, Redis state management, Milvus and OpenSearch vector retrieval\. → Clinical Automation Platform — replaced a months\-long manual Excel\-based clinical narrative process with an AI\-assisted NLP\-to\-SQL pipeline over SAS7BDAT clinical datasets\. One result I'm proud of: cut LLM workflow latency from 60\+ seconds to \~20 seconds by migrating models and introducing async execution with LangGraph\-based parallel processing\. Stack: Python · FastAPI · LangGraph · LangChain · Azure OpenAI · Milvus · ChromaDB · OpenSearch · Redis · PostgreSQL · SQL Server · MCP Currently open to AI Engineer / LLM Engineer roles internationally — UK, EU, Canada, Singapore, UAE\. Open to relocation\. Happy to discuss visa sponsorship\. If you're building agentic AI systems, enterprise RAG platforms, or MCP\-based tooling — let's connect\.

## Location

Chennai

## Work experience

Program Analyst at Changepond Technologies, May 2024 \- Present · 2 yrs 3 mos, Chennai, Tamil Nadu, India, Building production AI platforms for healthcare and insurance enterprise clients\. HEALTHCARE INSURANCE AI PLATFORM \(Jan 2025 – Present\): Multi\-agent NLP\-to\-SQL chatbot using LangGraph, LangChain, Azure OpenAI, and SQL Server processing unstructured hospital and insurance billing notes into account\-level and bill\-level insights\. • Implemented AI security guardrails — data masking and PII rehydration — to protect sensitive healthcare data during LLM interactions\. • Cut LLM workflow latency from 60\+ seconds to \~20 seconds via model migration and LangGraph\-based parallel processing\. ================================================================= DISCOVERY PLATFORM \(Jan 2026 – Present\) Enterprise AI knowledge assistant for developers and new team members to understand large\-scale projects through AI\-powered retrieval\. • Built a custom Jira MCP server with 23\+ tools — NL\-to\-JQL, issue analytics, root\-cause analysis, and runbook extraction\. • RAG pipelines over Git, Jira, Confluence, and documents using recursive and AST\-based code chunking \(Milvus, OpenSearch\)\. • RBAC/UBAC access control, Redis\-based LangGraph state management, Git MCP agent for repository analysis\. • MCP clients for Confluence, Azure DevOps, and Monday\.com\. ================================================================= ACUMEN CLINICAL AUTOMATION \(Mar 2025 – Jan 2026\) Replaced months\-long manual Excel\-based clinical reporting with an AI\-assisted NLP\-to\-SQL pipeline over SAS7BDAT datasets using Azure OpenAI and dynamic schema injection\. Stack: Python · FastAPI · LangGraph · LangChain · Azure OpenAI · Milvus · OpenSearch · Redis · PostgreSQL · MCP

Cyber Security Engineer at MarcelloTech, Apr 2023 \- Apr 2023 · 1 mo, Tiruchirappalli, Tamil Nadu, India, One\-month cybersecurity internship covering network security fundamentals, Linux system administration, and ethical hacking concepts\. Completed hands\-on labs in intrusion detection, vulnerability assessment, and basic penetration testing methodologies\.

## Education

Bachelor of Engineering \- BE, Computer Science, E\.G\.S\.pillay Engineering college

Civil Engineering, Veludiyar polytechnic college

[View the original profile](https://tal.club/meet/basil)

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