About

Twenty years in, I have witnessed every hyped AI trend collapse spectacularly. My focus remains on deploying generative models that actually work, not just on whiteboards. Real-world results demand aggressive pragmatism; textbooks rarely mention the operational pitfalls. I prioritize verifiable impact over theoretical elegance.