I write about building real-world software systems: Cloud Platforms, Distributed Architectures, and Applied AI & ML. My work spans roles from Principal Architect to Head of Engineering, leading teams through product development, platform rewrites, cloud migrations, GenAI integrations, and the grind of scaling systems that actually have to work. This medium blog shares the thinking behind those systems, the trade-offs, patterns, and occasional strong opinions shaped by experience.