Milan Bins Mathew
Work archive

2022 / Platform engineering, AI systems, Interfaces

LayerX

AI Data Annotation Platform

LayerX project still

Overview

End-to-end training-data platform for ML teams: image & video annotation, task management, dataset versioning, augmentation, and one-click export. Built during the Continental defect-detection project, Angular frontend, NodeJS + Python (Flask) backends, MongoDB, Dockerized deploy.

Year
2022
Focus
Platform engineering, AI systems, Interfaces
Stack
  • Angular
  • NodeJS
  • Python
  • MongoDB
  • Docker
  • Computer Vision

Financial Analysis AI. Open-source local Financial Analysis AI for Indian filings (BSE/NSE). Combines Visual AI (ColPali), Temporal GraphRAG, and a LangGraph multi-agent team to read complex PDFs and answer financial questions offline. Runs llama3:8b natively on Apple Silicon via Ollama, 100% private, no Docker, no cloud.

Flipkart Grid 4.0 finalist project. An e-commerce warranty system using burnable NFTs on Polygon, replaces paper warranties with on-chain proof, slashing fraud and paper waste. Solidity smart contracts deployed on Mumbai testnet with a ReactJS storefront.