Articles

Projects

Short notes on building products, backend systems, and clean UI.

Patterns for secure APIs, voting lifecycles, and real-time reporting.

Replacing scrapers, normalizing metrics, and making pipelines resilient.

Threading, chunking, validation, and 95%+ accuracy in real workflows.

Rooms, presence, message state, and scalable gateway design (Redis-ready).