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Thoughts and deep dives into software engineering, architecture, and career growth.

Building Scalable Real-Time Systems with Django Channels

How I architected a real-time messaging system handling thousands of concurrent connections using Django Channels, WebSockets, and Redis.

How studying structures and forces taught me to think in systems — and why switching to software engineering was the best decision I ever made.

Lessons learned from building and deploying a machine learning recommender system that matches developers with job postings at scale.