hi, here.

Machine learning engineer specializing in generative AI, multi-agent systems, and production-grade LLM applications. I build retrieval and analytics systems that turn messy enterprise data into useful answers.

Say hi!

/ about

I am currently a Machine Learning Engineer at Quantiphi, where I build generative AI, RAG, and multi-agent systems for production enterprise workflows. Previously, I worked with JP Morgan Chase & Co.

Here are some technologies I have been working with:

Python
SQL
LangChain
Google ADK
Vertex AI
FastAPI

I like systems that feel simple on the surface but do serious work underneath: retrieval pipelines, natural-language analytics, and AI tools that make data easier to use.

/ work

Machine Learning Engineer @ Quantiphi

FEB 2024 - PRESENT

Led 5+ ML engineers in a 24+ member team to ship production multi-agent systems for natural-language enterprise analytics.
Architected ADK-based agents with RAG over 14+ structured data sources, including Kafka topics, Google Ads, and Google Analytics schemas.
Built AI search, recommendation, campaign-generation, and lead-hotspot workflows that reduced analysis and drafting cycles from days to minutes.

/ showcase

Quantiphi
RCA, Segmentation & NL2SQL Bot
Production multi-agent analytics platform that lets business users query structured enterprise data through natural-language chat.
Python, SQL, Google ADK, LLMs, RAG, AI Agents
Quantiphi
AI Search & Recommendation Engine
Conversational product discovery system over an 80K+ SKU catalog, combining Vertex AI Search with recommendation models.
Python, Vertex AI Search, LLMs, Ranking
Quantiphi
AI Email Campaign Generator
AI workflow that scrapes property themes and metadata, then generates polished marketing emails with enhanced imagery.
Python, LLMs, Web Scraping, NLP, Imagen
Quantiphi
Lead Hotspot Detection
Hybrid ML and rules-based system for predicting lead-contamination hotspots from SDWIS public water system data.
Python, LangChain, LLMs, EDA, Feature Engineering
JP Morgan Chase & Co.
Real-Time Market Visualization
Streaming interface and live graphing workflow for monitoring historical stock-correlation behavior at high throughput.
Perspective, Real-Time Data Streaming, Visualization