The latest articles on DEV Community by AYAD FAISAL ABDO MOHAMMED (@ayadf). https://dev.to/ayadf https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4076192%2Fb4f0d580-77f0-4dcf-ba1f-b5f7283d4b21.png https://dev.to/ayadf en AYAD FAISAL ABDO MOHAMMED Thu, 13 Aug 2026 11:36:33 +0000 https://dev.to/ayadf/building-wakeel-mihna-pro-an-autonomous-multi-agent-ai-contech-twin-on-google-cloud-run-4j1j https://dev.to/ayadf/building-wakeel-mihna-pro-an-autonomous-multi-agent-ai-contech-twin-on-google-cloud-run-4j1j <h1> 🏗️ Wakeel Mihna PRO: Autonomous ConTech Powered by Gemini API </h1> <h2> 🌟 Executive Summary </h2> <p><strong>Wakeel Mihna PRO</strong> is an enterprise-grade, multi-agent AI ConTech platform designed to automate project engineering, structural stress validation, dynamic BOQ estimation, and contractor matching into a unified digital twin pipeline.</p> <p>Driven by <strong>Google Gemini API</strong>, the ecosystem converts engineering specifications into actionable floor allocations, mathematical deflection checks, and instant localized cost estimates.</p> <blockquote> <p>📱 <strong>Engineering Note:</strong> Architected, developed, containerized, and deployed to <strong>Google Cloud Run</strong> 100% via a mobile smartphone device under resource-constrained conditions.</p> </blockquote> <h2> 🚀 Core Architectural Highlights </h2> <ul> <li> <strong>Multi-Agent Orchestration:</strong> Powered by Gemini API for automated spatial layout generation and real-time bill of quantities (BOQ).</li> <li> <strong>Physics Integration Engine:</strong> Automated structural deflection and seismic load verification logic.</li> <li> <strong>Serverless Deployment:</strong> Fully containerized via Docker and deployed on <strong>Google Cloud Run</strong> for dynamic scalability.</li> <li> <strong>Real-Time Telemetry:</strong> Integrated asynchronous notifications via Telegram Bot API and WhatsApp API.</li> </ul> <h2> 🛠️ Technology Stack </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Component</th> <th>Technologies Used</th> </tr> </thead> <tbody> <tr> <td><strong>Core AI Logic</strong></td> <td>Google Gemini API (Structured Output &amp; Reasoning)</td> </tr> <tr> <td><strong>Backend &amp; Engine</strong></td> <td>Python, Multi-Agent Orchestration, HMAC Cryptography</td> </tr> <tr> <td><strong>Cloud &amp; Deployment</strong></td> <td>Google Cloud Run, Docker Containers, GitHub Actions</td> </tr> <tr> <td><strong>Database &amp; Storage</strong></td> <td>PostgreSQL, Cloud SQL, Supabase RLS</td> </tr> </tbody> </table></div> <h2> 🏆 XPRIZE &amp; Hackathon Alignment </h2> <p>Wakeel Mihna PRO tackles the <strong>Entrepreneurship &amp; Infrastructure</strong> track by digitizing traditional field workflows, enabling non-technical users and engineers to instantly structure project plans and verify safety baselines within seconds.</p> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fsi180ob2yytqmw9k64hx.jpg" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fsi180ob2yytqmw9k64hx.jpg" alt=" " width="800" height="1733"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fhxy6j2qo52ahsa0b6fc7.jpg" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fhxy6j2qo52ahsa0b6fc7.jpg" alt=" " width="800" height="1733"></a><a href="https://mihna-core-50335759464.asia-south1.run.app/" rel="noopener noreferrer"></a></p> ai gcp devchallenge python