Muhammad
Humza

Berlin, Germany

Full Stack & AI Engineer

M.Sc. Artificial Intelligence student building production-grade React/TypeScript frontends and high-performance Python/FastAPI backends with AWS and agentic AI systems.

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Muhammad Humza - Full Stack & AI Engineer

About Me

Ambitious M.Sc. Artificial Intelligence student possessing strong computer science fundamentals and 3+ years of engineering experience spanning full-stack application development and distributed AI workflows. Proven track record building responsive React/TypeScript frontends alongside high-performance Python/FastAPI and Node/Express.js backends. Experienced with AWS event-driven architectures and production-level database management. Highly effective collaborator thriving in agile, fast-paced environments, bringing a “dig-first” troubleshooting mentality to complex systems.

Technical Skills

Core CS & Backend

PythonFastAPINode.jsC# (.NET)REST APIsGraphQLAsync PythonData StructuresDistributed Systems

Frontend

ReactTypeScriptJavaScript (ES6+)Tailwind CSSReact NativeStreamlitHTML5/CSS3

AI & ML

LangChainLangGraphRAG PipelinesVAPI.aiPyTorchScikit-LearnVector SearchAgentic Workflows

Cloud & DevOps

AWS (Lambda, S3, DynamoDB)AzureDockerCI/CDGitHub ActionsMongoDBRedisSQL Server

Methodologies

Agile/ScrumClean CodeObject-Oriented Design

Experience

AI / Full Stack Engineer (Working Student)

New Digital Intelligence GmbH • Berlin, Germany

May 2024 – Aug 2025

  • Built internal React/Node.js tooling enabling product and engineering teams to validate and test complex AI features before production rollout.
  • Developed and integrated responsive user-facing interfaces to interact with complex RAG pipelines and real-time voice agents.
  • Implemented event-driven backend tasks and scheduled cron jobs with structured logging for production observability.
  • Collaborated in a flat-hierarchy agile team with daily syncs, code reviews, and technical deep-dives.

Product Development Engineer / Full Stack Engineer

Habib Bank Limited • Karachi, Pakistan

Aug 2022 – Mar 2023

  • Built and maintained scalable frontend features for large-scale enterprise banking web and mobile applications.
  • Implemented Redis caching for high-frequency database calls, significantly reducing data retrieval latency.
  • Migrated legacy code into modular, reusable UI components, improving maintainability and delivery speed.
  • Automated build and release pipelines via cloud DevOps, removing manual steps and adding crash monitoring.

Software Engineer

United Bank Limited • Karachi, Pakistan

Jul 2021 – Jan 2022

  • Modernized web portals using JavaScript, HTML5, and CSS3 for high-performance user interfaces.
  • Engineered reliable backend logic with C# (.NET) and REST APIs, optimizing database queries.
  • Participated in daily stand-ups and cross-functional design sprints.

Software Developer

Evantagesoft • Karachi, Pakistan

Feb 2021 – Jul 2021

  • Developed web applications with the MERN stack, focusing on component state management.
  • Built responsive layouts and cross-platform mobile elements for smooth user experiences.

Featured Projects

Agentic Voice Assistant with Tool-Calling

Real-time phone agent infrastructure using asynchronous Python to orchestrate multi-step reasoning chains with dynamic tool-calling and webhook integration for ticket management APIs.

VAPI.aiFastAPILangGraphPythonAsyncIO

MidiNet GAN — Symbolic Music Generation

Reimplemented and extended the MidiNet GAN architecture in modern PyTorch. Fixed architectural bugs, introduced lambda-based chord and history conditioning, and ran GPU training experiments.

PyTorchGANsMIDI

Loan Default Predictor API

End-to-end Machine Learning pipeline wrapped in a high-performance FastAPI endpoint. Fully containerized with Docker for seamless deployment across environments.

FastAPIScikit-LearnDocker

Education

2023 – PRESENT

M.Sc. Artificial Intelligence

Brandenburg University of Technology, Cottbus, Germany

Modules: Distributed Agentic Systems, Machine Learning, Automated Reasoning, Data Structures & Advanced Algorithms
2017 – 2021

B.Sc. Computer Science

COMSATS University Islamabad, Pakistan

Thesis: Geo-navigation application with React Native frontend, Node.js backend, and MongoDB.

Let’s work together

I’m currently open to opportunities in Full Stack & AI engineering roles, interesting projects, or collaborations.

Email me
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