Writing Tech Brief By HackerNoon

Startup Founder Interview: Building AI That Works Beyond the Demo

August 19, 2026·8 min
Episode Description from the Publisher

This story was originally published on HackerNoon at: https://hackernoon.com/building-ai-that-works-beyond-the-demo. Atul Kumar shares insights on enterprise AI, AI agents, production-ready AI, observability, security, and building AI systems that work beyond the demo. Check more stories related to writing at: https://hackernoon.com/c/writing. You can also check exclusive content about #tech-writers, #writing-prompts, #tech-interviews, #general-interview, #hackernoon-writers, #hackernoon-community, #hackernoon-interview, #tech-journey, and more. This story was written by: @katul1512. Learn more about this writer by checking @katul1512's about page, and for more stories, please visit hackernoon.com. I’m passionate about building AI systems that solve real-world problems, not just impressive demos. Most of my work focuses on enterprise AI, AI agents, observability, security, and governance because those are the things that make AI reliable in production. I also enjoy writing about what I learn, sharing practical insights and real-world experiences that help other developers build AI systems that are trustworthy, scalable, and ready for real use.

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