🛠️ Projects & Experiments
A collection of AI tools and experiments I've built - from hackathon wins to weekend hacks.
ProoferX - AI Documentation Validator
DevTools • Tech Lead
Won Code Interpreter 2.0 Hackathon by building an AI tool that tests code in technical guides to make sure they actually work.
Found incomplete/incorrect code examples in OpenAI, Vite, and E2B docs. Saves developer time by automatically catching outdated documentation.
LazyPMs - AI Release Notes Generator
DevTools • Tech Lead
Won LangChain Factory Hackathon by building an agentic system that automates writing and tailoring software release notes for different stakeholders using a multi-agent architecture.
Created a solution that transforms sparse release notes into rich documentation tailored for different audiences (CEO, developers, downstream teams) through coordinated AI agents.
KinConnect - AI Hackathon Team Matcher
Events • Tech Lead
Built and won MongoDB GenAI Hackathon by creating an AI-powered tool that matches hackathon participants based on their profiles, skills, and interests.
Won $2000 in Fireworks AI credits. Created a scalable solution using hybrid search (vector + keyword) for optimal matching, with costs under $1 for development.
AI-Driven Personal Budget Assistant
Personal Finance • AI Engineer
Currently building an AI-driven application designed to automate the categorization of personal financial transactions. This project involves using state-of-the-art Large Language Models (LLMs) to classify transactions based on descriptions and enriched context from Google search results.
The initiative aims to reduce manual categorization errors, enhance user experience by minimizing the need for manual input, and improve financial management efficiency.
Insurance Support Copilot
Insurance • Tech Lead
Led the development of a groundbreaking MVP that leveraged Gen AI to revolutionize the ops and support of a re-insurance provider.
Realized approximately $50M in savings by optimizing the onboarding and modeling of insurance contracts. Created a sophisticated knowledge graph to enable powerful reasoning with large language models, reducing actuarial work hours by 64%.
Telecom Customer Retention Enhancement
Telecommunications • Tech Lead
Initiated and led the development of advanced machine learning models that successfully increased the customer win-back rate by 11%.
Enhanced customer retention strategies and set a new benchmark for predictive analytics in the telecommunications sector.
Mining Operations Optimization
Mining • ML Tech Lead
Managed a team of 9 data engineers and machine learning experts to implement cutting-edge ML solutions that enhanced core mining processes.
Reduced mining carbon footprint by 4%. Implemented MLOps best practices for model versioning and deployment, involving 18 models in production retrained monthly.
CPG Supply Chain Optimization
Consumer Packaged Goods • ML Tech Lead
Designed and implemented a comprehensive org-wide quality solution that significantly enhanced the reliability of data products, driving business decisions.
Increased revenue by 18% within a single quarter through predictive modeling of customer fulfillment rates.
Data-Driven Transformation at SnapTravel
Travel and Hospitality • Engineering Manager - Data
Led a team of 12 to overhaul SnapTravel's data platform, integrating advanced analytics that supported strategic business decisions.
Helped pivot the company from growth-focused strategies to profitability in just three months during the challenging first quarter of the COVID-19 pandemic.
Athletigen Data Intelligence Platform
Health and Fitness • Founding Engineer
Founded and led the development of a data intelligence platform integrating various data sources and accessed by thousands of users.