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Me and AI

"Comment la réalité du terrain en 2023 a transformé mes compétences en optimisation algorithmique."


The Origin Story

In 2023, I was a Rider. I lived the reality of the job: waiting in the rain, the uncertainty of the next order, and the inefficiency of blind navigation. I realized that effort wasn't enough; timing and positioning were everything.

Instead of enduring the inefficiency, I decided to deconstruct it. I wanted to understand the hidden patterns of urban demand.

Today, I have coded an upgrade version of the tool I've used when i was working as a deliver man . This is not just code; it is digitized experience. It transforms raw urban signals into actionable strategic advantages.


Visual Architecture

▪️ System Logic Flow

graph TD
    A[Real-World Signals] -->|Weather, Time, Traffic| B(Strategy Engine)
    B -->|Context Data| C{Gemini Inference}
    C -->|Predictive Insight| B
    B -->|Optimal Decision| D[User Interface]

    style A fill:#f9f9f9,stroke:#333,stroke-width:2px
    style B fill:#e1f5fe,stroke:#0277bd,stroke-width:2px
    style C fill:#e8f5e9,stroke:#2e7d32,stroke-width:2px
    style D fill:#fff3e0,stroke:#ff8f00,stroke-width:2px
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Scalability & Agnosticism

Architected for Scalability

While this instance is configured for Last-Mile Delivery platforms (Uber Eats, Deliveroo), the core architecture uses a strict Strategy Pattern.

This engine is Platform Agnostic. The MarketTactics module can be swapped to optimize:

  • 📦 Logistics: Amazon Flex, DHL, La Poste.
  • 🚕 Ride-Hailing: Uber, Bolt, Heetch.
  • 🛠️ Field Services: Technician dispatching.

The NeuralNetwork core remains unchanged, processing demand signals regardless of the specific industry vertical.


Installation

Quick Start (Windows) Simply double-click the LAUNCH_APP.bat file.

Manual Start

  1. Backend
    cd backend
    pip install -r requirements.txt
    python app.py
  2. Frontend
    cd frontend
    npm install
    npm run dev

Contact

To discuss architecture, scalability, or hiring opportunities:

✒️ Dylan ONDO

About

😋 -^_^- 🚴‍♀️ An agnostic logistics optimization core born from real-world delivery experience (2023). Powered by Google Gemini (API Key free version) & Python Strategy Pattern.

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