Amit Kumar

I am an AI Architect with 13+ years of IT experience, working at the intersection of enterprise systems, data platforms, and artificial intelligence. Over the years, my work has evolved from building machine learning solutions to designing and operationalizing large-scale AI and Generative AI platforms that are reliable, explainable, and production-ready.

My core strength lies in understanding business problems deeply and translating them into scalable AI architectures—spanning data engineering, model lifecycle management, MLOps, and now LLM-powered and agent-based systems. I have led the end-to-end journey of AI initiatives, from early problem framing and proof-of-concept work to full production deployment and long-term platform ownership.

In recent years, my focus has expanded into Generative AI, Agentic AI systems, RAG architectures, and context-aware AI platforms. I work extensively on designing systems where large language models are not just queried, but orchestrated—with memory, tools, feedback loops, and governance—so they can operate responsibly within enterprise environments.

Beyond technology, I value judgment, collaboration, and mentorship. I have spent a significant part of my career leading and mentoring teams, aligning engineering decisions with product intent, and helping organizations adopt AI thoughtfully rather than reactively. I believe strong systems are built not just with good models, but with clear thinking, disciplined engineering, and shared ownership.

I approach my work as a continuous learner—refining my judgment through hands-on experience, thoughtful reflection, and lessons drawn from both successes and mistakes, my own and others’, while growing alongside the people and teams I collaborate with. 🙏

If you’re interested in enterprise AI architecture, Generative AI systems, or thoughtful collaboration, feel free to reach out through the links below.