Sampath Kumar Ch

Summary

Dynamic AI Automation Engineer specializing in Python and SQL to drive efficiency. Expert in developing innovative GenAI solutions and optimizing workflows, enhancing operational stability. Passionate about leveraging data analytics and automation to empower teams and streamline processes, fostering collaboration and creativity.

Overview

Certification

years of professional experience

Work History

AI Automation Engineer | Municipal Bond Investment Team

BlackRock

07.2025 - Current

Engineered Python-based automation and data workflows using SQL, Snowflake, REST APIs, Docker, Kubernetes, and Power Automate, automating recurring reports, emails, and PPT/PDF/Excel processes to reduce manual effort
Developed GenAI and agentic AI solutions using LangChain, LangGraph, RAG, and MCP, creating reusable AI skill files and an internal developer environment that empowered non-technical users to build AI-powered workflows.
Built a centralized Snowflake data layer by integrating internal, vendor, Outlook, and public data sources, enabling reusable analytics, reporting, research workflows, and AI-powered applications.
Managed and optimized 50+ daily production jobs using Docker and Kubernetes, resolving production failures to enhance reliability and operational stability.
Established Git/GitHub repositories and CI/CD pipelines from scratch, converting notebooks into production-ready Python jobs and standardizing testing, deployment, version control, and documentation across the team.
Migrated Tableau reporting to Power BI and automated Excel reporting workflows using Python, Pandas, and NumPy, streamlining processes to reduce manual data processing.

Tech and Ops Automation Engineer

Blackrock

01.2025 - 06.2025

Automated reporting and operational workflows using Python and SQL for data processing, troubleshooting, and production support, reducing manual effort and improving workflow efficiency in an enterprise
Developed and maintained Blue Prism RPA automations for technology and operations workflows, enhancing production execution and streamlining monitoring and troubleshooting processes.

Education

Bachelor of Technology - Computer Science and Engineering (AI & ML)

Vellore Institute of Technology

01-2025

Skills

Languages: Python, SQL, Java, SQL, JavaScript, HTML, CSS, Bash
AI & GenAI: Generative AI, LLM Integration, Agentic AI, RAG Pipeline, AI Guardrails, Vector Search,LangChain, LangGraph, MCP, Prompt Engineering, Document Intelligence
Data & Analytics: Snowflake, Pandas, NumPy, Tableau, Power BI, Data Pipelines, Data Integration
Robotic Process Automation

Frameworks & APIs: React, Nodejs, Expressjs, FastAPI, REST APIs, gRPC, API
Cloud & DevOps: AWS, GCP, Docker, Kubernetes, CI/CD, JFrog Artifactory, Jenkins
Automation & Engineering: Workflow Automation, Power Automate, Scheduling, SDLC, Code Reviews, Unit Testing, Production Support, Debugging, Monitoring, Documentation

Certification

AWS Cloud Technical Essentials Link, The Ultimate 2023 Fullstack Web Development Bootcamp Link, MERN Full Stack Link

Projects

Matrix Encryption & Decryption | MATLAB, Implemented matrix-based encryption and decryption algorithms, optimizing numerical transformations to improve processing efficiency and secure data handling.
Product Review & Rating Platform | MERN Stack, Developed a full-stack web application using MongoDB, Express.js, React.js, and Node.js, implementing REST APIs for product management, review handling, and dynamic user interfaces; deployed the application on Vercel.

Accomplishments

8th Rank Holder in the CSE (AI & ML) Branch

Timeline