AI Platform Engineer / Bengaluru, IN
I build intelligent systems that turn raw data into real decisions.
milan@mathew:~$
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ScrollRecent builds, from local financial analysis to an annotation platform. Every entry links to its source.
2026 / AI systems
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.
AI Data Annotation Platform. 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.
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.
Deep-learning pipeline that classifies bananas into Unripe / Midripe / Ripe / Overripe across 350+ images. CNN feature extraction (ResNet-50, VGG-16) feeding classical ML heads (Logistic Regression, SVM, KNN, Naive Bayes), best combo: VGG-16 features + Logistic Regression.
Outcomes from platform and data work, each tied to the role where it shipped.
Production deployment failures down 33 percent
MiQ, 2023 to 2025
Legacy Spark workloads moved to cloud native platforms
MiQ, 2023 to 2025
Reusable AI frameworks and internal CLI tools standardized across the organization
MiQ, 2025 to present
Indo English code switched model for the Samsung AI platform
Samsung R&D Institute, 2022 to 2023
Essays on data systems, AI architecture, and thinking clearly under pressure.
The Clarity State /
We feel reading is one of the most productive tasks. Because of course we are learning something new. Right? But if you aren't processing it, are you actually learning.
The Clarity State / / 6 min read
The Clarity State / / 5 min read
The Clarity State / / 5 min read
I build intelligent systems that turn raw data into real decisions.
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