About Me

From enterprise fintech to production AI systems — here's how I got here and what I'm building next.

Ayush Jaipuriar
Hyderabad, India
TransUnion (current)
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AI Agent Engineer & Senior Full-Stack Developer

I build production AI systems at Fortune 500 scale. My career arc runs from deep enterprise backend engineering at HighRadius (a unicorn fintech startup) to AI agent orchestration at TransUnion, where I currently lead the Insights AI Agent Team.

Over 6+ years I've shipped everything from TB-scale search engines and high-throughput financial parsers to multi-agent LLM workflows deployed with LangGraph and MLFlow. I bring a rare combination of enterprise-grade systems thinking and hands-on AI engineering — production reliability meets cutting-edge LLM capabilities.

At TransUnion

AI Agent Engineering (Current)

Leading the Insights AI Agent Team as an AI Agent Engineer & Software Developer. Building production agents for NLP-to-SQL conversion, NLP-based search, Neo4j knowledge graph construction, Apache Superset dashboard auto-generation, RAG-based Q&A on chart data, anomaly detection, and missing-pattern detection. Using LangGraph supervisor and orchestration patterns and deploying production workflows with MLFlow. Day-to-day delivery also leverages modern AI coding tools such as Opus 4.6, Codex 5.3, and Claude Code with subagents and hooks.

Search Product Development (Previous)

Built a TB-scale search product with under 7-second latency using DuckDB, Google Cloud Dataproc, and Trino. Implemented dynamic scaling of search pods and geofencing/location-aware search on proprietary datasets.

Won the TransUnion Champ Award (Jan 2025) for work on Research Perspective and CIBIL Dispute Resolution Platform.

Technical Expertise

  • AI & ML: LangChain, LangGraph, MLFlow, RAG pipelines, OpenAI API, FAISS, LLMOps, multi-agent orchestration
  • Backend: Java (8–17), Spring Boot, Hibernate, Microservices, REST APIs, Python, FastAPI
  • Frontend: React, React Native, Vue.js, TypeScript, Redux
  • DevOps & Cloud: AWS, GCP, Docker, Kubernetes, Jenkins CI/CD, Linux
  • Tools: Git, GitHub, Postman, Jira, Confluence, VS Code, IntelliJ, Eclipse

Impact at a Glance

92%

API Optimization

Reduced API load time for enterprise parsing module

30+

Enterprise Clients

Parsing agents serving 30+ financial institutions

50+

Automated Tests

JUnit and JMeter automation across key modules

Active

Production AI Agents

Building and deploying LangChain/LangGraph agents at TransUnion

Career Journey

2024 – Present Current

AI Agent Engineer & Software Developer

TransUnion

Leading the Insights AI Agent Team. Building production agents for NLP-to-SQL, knowledge graph construction, dashboard generation, RAG Q&A, and anomaly detection. LangGraph orchestration deployed via MLFlow.

Champ Award (Jan 2025) — Research Perspective & CIBIL Dispute Resolution
LangChainLangGraphPythonMLFlowNeo4jApache Superset
2024

Software Developer

TransUnion

Built a TB-scale search product with under 7-second latency using DuckDB, Trino, and Google Cloud Dataproc. Implemented dynamic pod scaling and geofencing on proprietary datasets.

DuckDBTrinoGoogle Cloud DataprocKubernetesJavaSpring Boot
2023 – 2024

Associate Software Engineer II

HighRadius

Led parsing agent development for 30+ enterprise clients. Achieved 92% API load time reduction and 62% parsing time decrease through profiling-driven optimization.

Java 17Spring BootHibernateSQLAWSRedis
2021 – 2023

Associate Software Engineer

HighRadius

Built critical modules (Account Status, Cash Position Worksheet). Automated 50+ JUnit/JMeter tests and resolved 100% of SonarQube vulnerabilities.

Java 8SpringHibernateMySQLExtJSStruts
2020 – 2021

Software Engineer Intern

HighRadius

Built and deployed web scraping agents for payment data collection from portals, email, EDI, and OCR sources. Awarded HighFlyer Intern and Star Team accolades.

HighFlyer Intern & Star Team Award
JavaWeb ScrapingAutomation
2020

Summer Trainee

HighRadius

Developed a full-stack invoice management app with ML payment prediction, NLP chatbot (DialogFlow), and interactive analytics dashboard.

ReactJavaMySQLPythonDialogFlowHighcharts
2017 – 2021

BTech Computer Science

KIIT, Bhubaneswar

Foundational CS education: algorithms, data structures, OS, databases, networking, and software engineering. Activities: KIIT ECELL, KodeRunners.

Education

BTech — Computer Science

Kalinga Institute of Industrial Technology (KIIT), Bhubaneswar

June 2017 – June 2021

Foundational CS education covering algorithms, data structures, operating systems, database management, networking, and software engineering methodologies.

Activities: KIIT ECELL, KodeRunners

Certifications

Modern Java — Functional Programming, Lambdas, Streams & Beyond

Advanced Java 8+ features

Clean Code

Readable, maintainable software principles

DevOps Tools: Git, Jenkins, Docker & Kubernetes

End-to-end CI/CD tooling

Java In-Depth: Become a Complete Java Engineer

Comprehensive Java platform mastery

What Drives Me

I'm obsessed with AI — building AI agents, following the latest breakthroughs, and pushing the boundaries of what's possible with LLMs in production. My career has given me the rare combination of deep enterprise engineering experience at both a unicorn fintech startup (HighRadius) and a major Fortune 500 company (TransUnion), both deeply rooted in enterprise tech.

I thrive at the intersection of building robust, scalable systems and experimenting with cutting-edge AI. Whether it's optimizing a TB-scale search engine or orchestrating multi-agent LLM workflows, I'm driven by the challenge of shipping production systems that make a real impact.

Ayush Jaipuriar

AI Agent Engineer & Senior Full-Stack Developer

jaipuriar.ayush@gmail.com

Currently exploring Senior SWE & AI Engineering roles

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