Ansh Arora - AI Engineer Portfolio Image

Name: Ansh Arora

Experience: 1 Year

Address: Haryana, India

Technical Expertise

LangChain
LangGraph
Multi-Agent Systems
RAG (Retrieval-Augmented Generation)
Ollama
Tool Calling
Docker
AWS Glue
Apache Iceberg
Kafka
LLM Evaluation
AWS (ECS, Lambda, Athena)
PostgreSQL
MongoDB
MS Business Central
Python
SQL
REST APIs
Flask

About

About Me

I am an AI Engineer specialized in Agentic workflows, LLM orchestration, and scalable data infrastructure. My expertise lies in building production-grade multi-agent systems using LangGraph and high-throughput data pipelines.

Currently at Smartworks, I architect stateful AI Agents for financial analysis and portfolio management. I have a proven track record of deploying robust AI solutions that bridge the gap between complex data and actionable business insights.

My work involves optimizing LLM performance through structured evaluation frameworks and engineering high-performance ETL pipelines across AWS and Azure ecosystems. I am passionate about creating AI that doesn't just process information but actively solves enterprise challenges.

0 +   Projects & Implementations

LinkedIn

Resume

Resume

AI Engineer specialized in Agentic workflows, LLM orchestration, and scalable data infrastructure. Expert in building production-grade multi-agent systems and high-throughput data pipelines.

Experience


July 2025 - Present

Junior AI Engineer

Smartworks

Architecting and deploying production-grade AI solutions for enterprise portfolio management.

  • Production Agentic SQL Chatbot: Architected a stateful AI Agent using LangGraph and Ollama to automate portfolio analysis. Developed tool-calling and state handling to execute real-time queries for revenue prediction.
  • Deployment & Evaluation: Deployed Agentic workflows using Docker on AWS ECS. Established a structured evaluation framework with ground-truth comparison to ensure 100% SQL join accuracy.
  • Enterprise Data Architecture: Engineered high-performance production pipelines integrating MS Business Central via OData APIs and orchestrating AWS Glue/Athena for schema discovery on Apache Iceberg.

Jun 2024 - Sep 2024 | Mar 2025 - July 2025

Data Science Intern

Smartworks

Built foundational AI prototypes and RAG systems.

  • SQL-RAG Prototyping: Developed a Natural Language to SQL chatbot improving data accessibility by 40% (foundation for current production agent).
  • Legal CRM RAG: Prototyped an LLM-powered chatbot utilizing RAG on legal documents for regulatory metric queries.
  • Implemented advanced retrieval-augmented generation (RAG) techniques to enhance document processing accuracy.



Education


2022-2025

Bachelor of Computer Application

Lingaya's Vidyapeeth
2020-2022

Higher Secondary School

Central Board of Secondary Education

Projects

Projects

Below are the sample Data Science projects on LLMs, SQL, Python, Power BI, Machine Learning & AI .

LUNA AI (Voice Conversational AI)

Advanced, voice-enabled conversational AI revolutionizing language learning through interactive, personalized communication using LLMs and speech-to-text integration.

Agentic SQL Chatbot

A production-grade stateful agent using LangGraph and Ollama to automate portfolio analysis via real-time tool-calling and SQL generation.

LLM-Powered Complaint System

Automated classification platform using Groq API to route student complaints via an LLM decision engine; integrated with REST APIs and SMTP for notifications.


Sales Forecast - Time Series

Engineered predictive models using ARIMA, SARIMA, and Linear Regression to forecast revenue trends with high historical accuracy.

Enterprise RAG Pipeline

Scalable RAG infrastructure using AWS Glue, Athena, and Apache Iceberg to optimize document retrieval and high-throughput data analysis.

Transforming Data with AI Agents

I build stateful, multi-agent systems and high-throughput data pipelines


View My Work on GitHub

Contact

Contact Me

I'm open to collaborations in AI Engineering, Agentic Workflows, and Data Engineering.

Address

Haryana, India

Contact Number

+91 7217671081

Email Address

ansharora.cs@gmail.com



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