Generating reliable automated tests depends less on prompts and more on context. This article shows how capturing real user interactions improves test quality, consistency, and overall reliability.

How lessons from bee colonies inspired a framework for AI agents, multi-agent systems, and structured workflows to improve startup product development.

How to design scalable event processing with AWS Lambda and Kinesis without sacrificing parallelism. A practical look at concurrency, ordering, and architecture trade-offs.

An architecture guide for multi-tenant real-time data delivery using Firebase Firestore, custom authentication tokens, and server-enforced security rules.

Why our Kubernetes setup became too costly and how managed services provided a simpler, cheaper alternative.

The blog describes a proactive QA approach focused on clarifying acceptance criteria, aligning design with testable behavior, and decoupling features to prevent bugs before development begins.