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Hi, I'm Ishan Katoch

I'm an AI Engineer

I build AI agents that think, talk, and automate. From voice understanding at Samsung to multi-agent systems at Shorthills AI — I ship AI that works in the real world.

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Ishan Katoch
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About Me

I'm an AI/ML engineer based in Gurugram, India, currently working as SDE-1 at Shorthills AI. I've pursued my B.E. in Computer Science and Engineering with a Minor in Artificial Intelligence at Thapar Institute of Engineering and Technology (2021-2025).

My expertise spans across Generative AI, RAG systems, LLMs, and multi-agent orchestration. My journey includes building AI at Samsung, Vidyam AI, and Shorthills AI — from voice assistants and reasoning agents to production chatbots and market-intelligence platforms.

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Years in AI
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Hackathons Won
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AI Models Deployed
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CodeChef Rating
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Work Experience

Aug 2025 - Present

SDE-1 (AI Engineer)

Shorthills AI Gurugram, India

Full-time
  • Built a production multi-agent market-intelligence platform for a Tier-1 North American automotive retail network, processing thousands of data points daily to enable data-driven strategic decisions
  • Significantly improved text-to-SQL accuracy across large-scale enterprise datasets through data curation, model training, and agent-based deployment (ADK)
  • Automated the in-house QA testing suite using GenAI agents and Playwright, boosting manual accuracy and automated test throughput while reducing regression cycles
Python GenAI LangChain ADK Playwright LLM Orchestration
Feb 2025 - Jul 2025

SDE (GenAI) Intern

Shorthills AI Gurugram, India

Internship
  • Delivered a production-grade RAG chatbot for the education sector with high RAGAS faithfulness, improving response accuracy and contextual grounding for end users
LangChain LangGraph Pinecone RAG
Jul 2024 - Sep 2024

ML (Applied) Scientist

Vidyam AI Noida, India

Applied Research
  • Engineered a mathematical reasoning agent using Chain-of-Thought (CoT) verification, significantly improving response consistency for complex educational queries
Transformers PyTorch LLMs CoT Reasoning
Aug 2022 - Sep 2023

AI R&D Intern

Samsung Bengaluru, India

Research
  • Reduced speaker-overlap and intent-priority errors in concurrent English voice interactions for Bixby by building a multi-party NLP pipeline for multi-speaker understanding
  • Improved model performance significantly over internal baselines through systematic hyperparameter tuning and continuous evaluation instrumentation
BERT SpaCy NLP TensorBoard Python

Featured Projects

CognitionFlow Autonomous Agent Framework
Preview

CognitionFlow: Autonomous Agent Framework

AutoGen Groq Docker CI/CD SSE Streaming

A 3-agent LLM orchestration pipeline with iterative reflection loops, deployed across 4 models (8B–120B) with Docker and CI/CD. Features real-time SSE streaming for low-latency responses.

Website View Code
TripAdvisor Reviews Project
Preview

TripAdvisor Reviews Summarization

Python distilBERT BART NLP

Built a web app to scrape 2000+ reviews, perform sentiment analysis, and generate summaries. Designed with distilBERT and BART models, streamlining customer feedback insights for travel categories.

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Userly Project
Preview

Userly - Job Portal

ReactJS Shad CN UI Clerk Auth Full Stack

Developed a full-stack job portal app with Google authentication and custom email/password options. Incorporated features for job posting, application, tracking, and resume upload.

Live Demo View Code
1st Place
KisaanSewak Project
Preview

KisaanSewak

AI Chatbot Web Development Award Winner

Designed and developed a comprehensive website solution for farmers with integrated custom-curated Chatbot for farming queries. Bagged first place in a Pan-India hackathon.

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NCERT RAG Q&A System
Preview

NCERT RAG Based Q&A System

Gemini Weaviate Streamlit Selenium

Developed chatbot for NCERT Grades 7–10 with 93% RAGAS accuracy. Features include PDF scraping and dual Streamlit UI for enhanced educational support.

Live Demo
Tableau Disney Movies Analysis
Preview

Tableau Analysis of Disney Movies

Tableau Python Data Analysis

Created 5+ interactive dashboards analyzing 1,000+ Disney movies. Implemented outlier detection and categorical to numeric transformations for comprehensive insights.

View Dashboard
Publication
Student Engagement Research Paper
Preview

Student Engagement Using Deep Learning

CNN LSTM ViT DenseNet FER2013

Published at ICDSAAI 2023 (IEEE). Evaluated student engagement in e-learning environments using deep learning. Achieved DenseNet 93.5% Precision and LSTM 93.1% Recall on facial expression recognition.

View Paper
View More on GitHub

Achievements

Certifications

Azure AI Engineer Associate [AI-102]

Microsoft

November 2025

Generative AI Engineer Associate

Databricks

August 2025

Databricks Certified Data Analyst Associate

Databricks

July 2025

Academy Accreditation - Generative AI Fundamentals

Databricks

February 2025

Develop GenAI Apps with Gemini and Streamlit

Google Cloud

October 2024

AWS Academy Cloud Foundations

AWS Academy

November 2023

Snowflake Discover AI

Snowflake

February 2026

Kaggle Datasets Expert

Kaggle

Technical Skills

AI/ML & Frameworks

TensorFlow PyTorch Keras HuggingFace Transformers Generative AI RAG

LLM Tools & APIs

LangChain LangGraph AutoGen LlamaIndex vLLM Gemini OpenAI

Data & Cloud Technologies

Databricks Apache Spark Snowflake Apache Kafka Weaviate Pinecone Haystack Docker

Web Development & Tools

Flask Streamlit Selenium Playwright n8n Git Tableau

Programming Languages

Python SQL C/C++

Get in Touch

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Email

im.ishan1010@gmail.com

Location

Gurugram, India

Current Role

SDE-1 @ Shorthills AI

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