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mmtukut/README.md
Muhammad M. Tukur

👨🏽‍💻 Who I Am

I am an AI engineer who builds autonomous agent systems that run in production, not in slide decks. As cofounder and CTO of Propabridge, I designed and shipped an orchestrated network of specialized AI agents that verifies property, understands five Nigerian languages, and closes the loop from a buyer's first message to a booked viewing, entirely on WhatsApp.

Before the agents, there was the map. I built the satellite intelligence pipeline behind it, detecting buildings from orbit and grounding a geospatial engine of over 2 million mapped properties. I work at the seam where machine learning meets the real world, where a wrong answer costs someone their life savings.

Currently: scaling Propabridge's agent infrastructure across Nigeria's major cities, and pushing autonomous verification from a product feature into a trust layer an entire market can stand on.

🏅 Selected Recognition

🚀 Ventures Platform AI Foundry Selected for the 2026 cohort of one of Africa's leading funds
🤖 Google for Startups AI Agents Challenge Track 2 finalist, recognized for production agentic AI
🛰️ NIGCOMSAT Accelerator 1 of 20 startups selected nationwide by the Nigerian Space Agency
🌍 Google Africa Applied AI Lab Selected to apply, early access track for Africa's AI builders
🎓 Millennium Fellow UN Academic Impact, top single digit percent of global applicants
☁️ Google Cloud Certified Production cloud and ML engineering

⚡ Featured Work

🏠 Propabridge

Nigeria's first verified property market, living entirely on WhatsApp. An orchestrated fleet of specialized AI agents handles language, verification, document checks, intent scoring, viewings, and voice, with no human in the loop until a real buyer sees a real home. Built to end the fraud that costs Nigerians billions a year.

🛰️ FastFind360

FastFind360

Satellite AI that maps and detects buildings across Nigerian cities in hours instead of months. A U-Net segmentation pipeline on Sentinel imagery, feeding a geospatial engine of over 2 million mapped properties. The intelligence layer the whole verification stack stands on.

📊 By the Numbers


🎯 Where I Go Deep

🤖 Agentic Systems

AI

• Multi agent orchestration on Google ADK
• Tool use and memory with MCP
• Autonomous end to end workflows
• Conversational and voice interfaces
• Multilingual NLP, five languages

🛰️ ML & Geospatial

Vision

• Satellite imagery analysis
• U-Net semantic segmentation
• Building detection at country scale
• PostGIS spatial modelling
• Research grade accuracy in production

☁️ Systems & Scale

Cloud

• GCP cloud architecture
• Docker and CI/CD pipelines
• React, Node, and Next.js
• Real time data systems
• Built for millions, run lean

🛠️ Toolbox


Python

TypeScript

JavaScript

React

Next.js

Node.js

Flutter

TensorFlow

PyTorch

OpenAI

Gemini

PostgreSQL

Firebase

GCP

Docker

Tailwind

Git

Linux

C

R

FastAPI

📈 Momentum

Activity Graph
github contribution grid snake animation

🏆 Trophy Case

Trophy
Dev Quote

Profile Views  

"I do not just train models. I ship systems that people trust with what matters most."

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