I've spent the better part of two decades inside the exact dynamics my courses are about — sitting on the offshore side of a video call where context never quite made it across the screen, and later sitting on the other side, translating engineering reality into language a business stakeholder could act on.

My path here wasn't a straight line. I have an M.S. in Electrical Engineering in US— a thesis in Statistical Signal Processing, with research published at an IEEE conference (DSP'09) — not a CS degree, which meant I spent years proving capability that a different credential would have assumed by default. Across 19+ years, I've worked as a Principal Engineer, Staff Engineer, Tech Lead, and founding engineer, inside large Indian IT services companies, US-based startups, and acquired/scaled product companies, often on both sides of the client-vendor relationship that breaks down so quietly.

The range of problems has been wide. I built backup and recovery architecture for a multi-model distributed database, and hardware-aware code generation for Apache Spark using SIMD instructions. I was a founding engineer on a hardware-software startup building a telemedicine device from scratch. I designed playback and content management systems for one of the world's largest digital cinema distribution networks — quietly serving over a billion people across a country's theaters, a scale and logistical challenge most audiences never think about when the lights go down. I've also been an "Expert Software Engineer" whose actual mandate shifted from product innovation to pure data engineering halfway through the role, been inherited through an acquisition, restructured out of a promotion cycle for two straight years, and let go when a company's strategy changed — not because the work was wrong, but because the work and the organization's actual priorities had drifted apart without anyone saying so out loud.

Since 2022, I've taught software professionals globally, with a deliberate last-mile-first focus on people in developing countries who don't have an unlimited number of career attempts to get this right.

My courses are the most direct distillation of what I learned the hard way: in software, technical skill is rarely the limiting factor. The structural gaps — in communication, credentials, geography, and organizational incentive — are what quietly decide careers. I teach people to see those gaps before the gaps see them.