Tirupathirao Patnala

Hello, I'm

Tirupathirao
Patnala

AI Engineer designing enterprise-grade Generative AI systems. I build RAG pipelines, multi-agent systems, and NL2SQL copilots that solve real business problems at scale.

LLMs RAG Multi-Agent Systems Vector Databases Agentic AI Prompt Engineering NL2SQL Embeddings Semantic Search LangChain Semantic Kernel Python

About Me

AI Engineer and Builder

I'm an AI Engineer with 5 years of experience spanning data engineering and enterprise Generative AI. I design and ship production AI systems: RAG pipelines, NL2SQL assistants, multi-agent copilots, and intelligent workflow automation.

Before moving into AI, I spent 2 years as a Data Engineer building scalable ETL pipelines and data warehouse workflows. A notable achievement was designing a validation framework that cut error resolution from 2 days to under 5 minutes.

Based in Hyderabad, India · Open to AI Engineer roles

Portfolio

Key Projects

n8n Knowledge Assistant

RAG + Multi-Agent

Enterprise chatbot that routes queries across internal and external knowledge sources using a classifier-based dispatcher. Internal path uses vector + semantic retrieval over indexed docs; external path runs a multi-stage pipeline with intent resolution, smart folder routing, and schema enrichment across a GitHub repo. Responses are merged and cited automatically.

LLMsSemantic KernelVector SearchMulti-AgentCI/CDSSO

NL2SQL Conversational Copilot

NL2SQL + Visualisation

Copilot that lets non-technical users query enterprise data in plain English and get interactive charts instantly. Uses a four-plugin architecture: table selection, filter resolution via vector search, schema-grounded SQL generation, and execution against Azure SQL Database. Results rendered as interactive visualisations.

Semantic KernelLLMsVector SearchPlotlyDashPostgres

AI-Powered Sales Assistant

Conversational AI

Conversational AI for sales teams to get instant answers on product availability, capacity, and compliance during live calls. Iterated through three frameworks (Copilot Studio, LangChain, Semantic Kernel) before production. Each dataset has a dedicated vector index with per-tool retrieval and runtime query routing.

Semantic KernelVector SearchCosmos DBStreamlitPower BI

RAG Chatbot for Enterprise Documentation

RAG

RAG assistant for navigating complex enterprise platform docs via natural language. Built a full ingestion pipeline: doc conversion, chunking, embedding, and vector indexing. Retrieval orchestrated with prompt flow combining search results, session history, and custom prompt variants for grounded answers.

Prompt FlowVector SearchEmbeddingsLLMsFlask

Workflow Automation Platform

Infrastructure + Automation

Deployed and enterprise-hardened an n8n workflow automation platform on Kubernetes, serving thousands of employees. Configured application gateway, SSL, secret management, and SSO. Cleared security, privacy, and data governance reviews before rollout.

KubernetesKey VaultApplication Gatewayn8nSSL

EvoAgent: Self-Evolving AI System

Hackathon

Developed during an internal hackathon — an agentic system where AI agents autonomously evolve strategies through execution feedback, inspired by evolutionary algorithms. Applied to SQL optimisation: agents generate, execute, measure, and iteratively refine query plans without human intervention.

Multi-AgentLLMsEvolutionary AIPython

IPL Analytics

Personal Project

Interactive web app to compare and analyse IPL team performances across 16 seasons (2008–2023). Features head-to-head matchups, venue-specific stats, bowling analysis, and batting leaderboards. Live at ipl-stats.streamlit.app

PythonStreamlitPandasData Analytics

Career

Professional Journey

Jul 2023 – Present

AI Engineer

IT Services · Hyderabad, India

Designing and shipping production Generative AI systems: RAG chatbots, NL2SQL copilots, multi-agent platforms, and intelligent automation. Working across LLMs, orchestration frameworks, vector databases, and cloud infrastructure.

Nov 2020 – Jul 2023

Data Engineer

IT Services · Hyderabad, India

Built ETL pipelines integrating enterprise systems including Salesforce, Oracle Fusion, and ServiceNow. Designed data warehouse workflows, built a validation framework that reduced error resolution from 2 days to under 5 minutes, and automated reporting via REST APIs.

2017 – 2021

🎓

B.Tech — Vasireddy Venkatadri Institute of Technology (VVIT)

CGPA: 8.21

Expertise

Skills and Technologies

🤖

AI Engineering

LLMsRAG Multi-Agent SystemsPrompt Engineering Agentic AINL2SQL EmbeddingsFine-Tuning
🧠

Frameworks and Tools

Semantic KernelLangChain Prompt FlowChainlit StreamlitFAISS
🗄️

Vector Databases and Search

Vector DatabasesSemantic Search Hybrid RetrievalEmbeddings FAISS
☁️

Cloud and Infrastructure

KubernetesCloud Services CI/CDCosmos DB TerraformDocker
💻

Languages and Data

PythonSQL REST APIsETL Pipelines PostgresData Modelling
📊

Visualisation and Analytics

PlotlyDash Power BIStreamlit

Credentials

Certifications and Awards

📜

Azure AI Engineer Associate (AI-102)

Microsoft Certified

🏆

Rising Achiever 2024-25

Outstanding performance in AI engineering

🥇

Market Readiness Award

Internal hackathon — Built an AI-powered HR chatbot for the organisation

🧠

The Brainiac 2022

Innovation and technical excellence

Get In Touch

Let's Connect

Open to AI Engineer roles, collaborations, or a quick conversation about Generative AI.