Projects

Case studies that show how AI work was turned into usable, shipped systems.

The featured work stays close to Umar's core positioning: applied AI products, model-connected tooling, and engineering decisions that hold up outside demos.

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Projects in the portfolio

Archived work remains visible when it adds useful proof, but the homepage stays selective.

Featured

The strongest proof stays in front.

These projects lead the portfolio because they best represent the AI-engineering narrative on the homepage.

Secure AI assistant workspace with authentication, file ingestion, and retrieval-backed chat for business knowledge workflows.

Implemented JWT and OAuth2-based authentication for protected user sessions.
Added file upload and retrieval workflows to ground model responses in uploaded knowledge.

NestJS React PostgreSQL Prisma ORM

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Python-based Model Context Protocol server that lets LLMs inspect, query, and update PostgreSQL data through structured tools.

Exposed database CRUD operations through MCP-compatible tools.
Focused on reliable query execution so LLM-driven workflows could interact with live relational data.

Python FastMCP PostgreSQL SQL

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Applied machine learning workflow for anticipating maintenance needs with experiment tracking and an operator-facing web UI.

Trained and evaluated predictive models for maintenance forecasting.
Used MLflow for experiment tracking and model versioning.

Python Random Forest LightGBM MLflow

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Secondary project work is still available without competing for the first impression.

Archived entries are intentionally quieter, but remain useful as supporting evidence for breadth.

Command-line utility that fetches unread Gmail messages and produces concise summaries for faster inbox triage.

PythonGmail APIHugging Face BART-large-CNN

Case studies that show how AI work was turned into usable, shipped systems.

The strongest proof stays in front.

Full-Stack AI Chatbot

PostgreSQL MCP Server

Predictive Vehicle Maintenance System

Secondary project work is still available without competing for the first impression.

Email Summarizer Agent