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Currently working on a project that blends full-stack development with computer vision — annotating real-world street data to help AI models learn how to detect pedestrians, vehicles, and objects (as shown in the image above: bounding boxes around cars, cyclists, pedestrians, and traffic signals). As a full-stack developer, my focus is on building a clean, scalable annotation pipeline — a backend that can handle large image datasets efficiently, and a frontend that makes the annotation process fast and accurate. This isn't just labeling — it's the foundation that helps self-driving cars, smart city systems, and safety-critical AI understand the real world. Next update: sharing progress on the annotation tool and the first milestone once it's delivered. #BuildingInPublic #ComputerVision #FullStackDevelopment #AI

In today’s digital landscape, shipping fast is important, but building secure systems from day one is non-negotiable. Whether you're managing cPanel environments, handling database logic, or securing API endpoints, cybersecurity shouldn't be an afterthought. As a developer and founder, I always emphasize implementing robust security layers into every architecture: 🔹 Enforcing strict token authentication and data validation. 🔹 Protecting server assets and securing against vulnerabilities. 🔹 Ensuring privacy-first code execution across applications. Security is not just a feature—it's the foundation of trust. How do you prioritize security in your development workflow? Let's discuss in the comments! 👇 #Cybersecurity #FullStackDevelopment #WebSecurity #SecureCoding #TechInnovation #BuildInPublic