Tax AI Augmentation Platform

Built a RAG-based AI agent using Python and FastAPI that leverages OpenAI embeddings and FAISS to analyze tax documents. Designed an intelligent pipeline capable of detecting year-over-year changes, enriching data, and delivering accurate insights.

Multi-Turn Agent Evaluation Framework

Developed a comprehensive evaluation system for multi-turn AI agents, incorporating both semantic similarity and LLM-as-a-Judge scoring.

Automated result tracking and logging to Langfuse for individual iterations as well as full evaluation runs.

Customer Insights & Feedback Intelligence Tool

Architected an end-to-end system that processes customer feedback from Slack.

Utilized DynamoDB and OpenSearch vector database to extract, classify, and embed data, powering a RAG chatbot with tool-calling capabilities for semantic and chronological analysis.

Intuit Wallet Stablecoin Remittance POC

Designed and implemented a Proof of Concept for stablecoin remittance flows, successfully integrating into the Intuit wallet ecosystem.

AI & Machine Learning Python

AI Agents & Tool Calling

RAG Retrieval Systems

Vector Embeddings (FAISS, OpenSearch)

Prompt Engineering

Agent Evaluations & LLM-as-Judge

LangChain & Langfuse

LoRA / qLoRA Fine-tuning

Synthetic Data Generation

Databricks / Spark

Cloud & Backend

FastAPI

AWS CDK

DynamoDB

S3

Crypto & Blockchain GoLang

Java

Blockchain Analysis (Bitcoin & Ethereum derivative chains)

Stablecoin Payment Flows & Architecture

Staff engineer on the RippleNet payment services network - A distributed network of payment nodes focused on facilitating cross border payments & processing crypto payments through the RippleNet proprietary payment workflow

Responsibilities & Projects:

Designing engineering initiatives, writing up design docs, estimating work and stories in Jira, ordering the project plan, and providing road map suggestions and PRD input

Redesigned our FX Rate matching engine to accommodate payout methods, slab, & hierarchical rates also optimized matching and reduced DB queries

Integrated RippleNet into exchanges and custodial wallet providers such as Independent Reserve, Fireblocks, Coinsph

Developed API integrations for placing market orders, crypto withdrawals, crypto deposits, and reconciliation for account transaction statements

Developed and deployed middleware payment status integrations in Rabbit MQ and IBM MQ workflows, allowing for event based processing & reducing polling

Designed and implemented queue resiliency - This includes sending and error handling of failed publications, dead letter queue retries, NACKS for message confirms & message returns, provided both Rabbit MQ and IBM MQ integrations

General support on application enhancements, bug defects, and production support

McGraw Hill Enabling Services

These applications are RESTful microservices for student, instructor entitlements. It allows for system to system communication with REST (GET,POST,PUT) principles. This application keeps record of student and instructor offers, and licensing for said courses.

Designed, coded, and tested Java 8 Spring Boot + MySQL applications with integrations to Amazon’s SQS and SNS services.

Designed numerous REST API’s, using PUT, POST, GET calls for data updates, additions, and retrieval.

Developed and deployed Spring SNS, publishing to a topic and exposing an endpoint for topics to be posted to.

Designed an SQS queue, to listen to topics, and Spring SQS Tasks to process information.

McGraw Hill Create

This application allowed educators and employees to query a large XML MarkLogic content repository. After querying content, users could a custom book, made up of XML metadata. The system then stitched a PDF version of this book based on the user’s selections. The application consisted of a headless RESTFul Spring controller layer, with an Angular/Jquery front end. And which spoke in a combination of XML and JSON.

Designed, coded, and tested Java RESTful MVC application, called Create including Spring Controllers, Spring Services, and XQuery/XPath functions for the data layer.

Developed and deployed XQuery modules and Rest APIs to support complex searches and queries against the MarkLogic NoSQL repository.

Developed a Python REST application to query Webtrends apis via REST and generate Excel XML based reports.

Worked extensively in Agile, with short development sprints, automated builds, and deployments.

Worked with QA, the product management team, and stakeholders to prioritize new functionality, and issues that were the most important to address.

Lead a multi-site teams which involved offshore and onshore resources.

Extensive experience with Java 8, Spring, Spring Boot, Hibernate and MVC frameworks for developing robust Java Server applications.

NoSQL Experience, MarkLogic with XPath and XQuery.

Experience with Java J2EE, and other frameworks including Spring Boot, Struts, J2EE, Swing, Spring MVC, RESTful services, SOAP services, and JAX WS.

Lead developer large scale financial government applications.

Financial Applications, providing workflow, reporting, and error notification capabilities.

Java stack, with extensive use of Spring modules, Hibernate, Tomcat, DB2, MySQL, and WebSphere.