Based in Dhaka, Bangladesh

Muntah Mahfuz Srestho

AI & Machine Learning Developer

I build systems that see, understand, and act — from edge-computing drone pipelines to cloud-scale RAG architectures. Self-taught, production-focused, and always at the intersection of research and real-world constraints.

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Selected Work

Things I've built

Completed
Cross-Lingual RAG API

A production-grade RAG backend for querying Bengali upazila data in English. Achieves ~4s average response time using ChromaDB and Mistral embeddings, with cross-lingual semantic matching that bridges the language gap cleanly.

FastAPI ChromaDB Mistral AI SQLite Render RAG
Active
Autonomous Desktop Agent

A multimodal AI agent that operates a Linux desktop autonomously — optimized for low-spec hardware within 4GB RAM. Uses zero-disk RAM frame captures and kernel-level scancode injection for Wayland navigation.

Python Mistral AI Wayland Linux Computer Vision
Active
Real-Time Drone Vision

End-to-end edge-computing pipeline streaming live drone video to an Arch Linux server for real-time inference. Fine-tuned YOLOv8n with dynamic quantization for aggressive speed-accuracy tradeoffs in drone environments.

YOLOv8 PyTorch Edge Computing Arch Linux Quantization
All repos on GitHub

Capabilities

Tools of the trade

Languages & Frameworks

Python
PyTorch
TensorFlow
FastAPI

AI / Data

HuggingFace
ChromaDB
NumPy / Pandas
Mistral AI

Tools & Deployment

Git / GitHub
Docker
Linux / Arch
Render / Cloud

Domains

Computer Vision
NLP / RAG
Edge AI
MLOps

Background

Who I am

I'm a self-taught AI developer from Dhaka who got into machine learning the hard way — through rigorous independent study in differential calculus, linear algebra, and probability, specifically applied to how neural networks actually work under the hood.

I don't build demos. I build systems that run under real constraints: limited RAM, free-tier cloud, low-power edge hardware. That discipline shapes everything — from how I architect APIs to how I think about model quantization.

Currently looking for an internship where I can contribute to production-grade AI infrastructure, learn from experienced engineers, and push further into agentic and multimodal systems.

Location

Mohammadpur, Dhaka, Bangladesh

LinkedIn

@Moon_Knight1298

Status

Open to internships

Let's connect

Want to build
something together?

I'm actively seeking internship opportunities. If you're working on something interesting in AI, vision, or intelligent systems — reach out.