Session

Proving AI Fast: Lessons from Building What Actually Works

Not every AI idea is worth building, but you won’t know until you test it.

In this session, I’ll share how I take early ideas, prototype them quickly, and figure out what’s actually worth building, without wasting weeks or overcomplicating things.

I’ve spent nearly 3 years working in innovation, and 2 years as an enterprise software developer, so I’ve seen both sides: the excitement of new ideas, and the challenge of turning them into real, usable tools. This talk is all about bridging that gap.

You’ll learn how to spot good AI opportunities, avoid common traps, and build just enough to get real answers fast. Along the way, I’ll share practical strategies I use, common misconceptions I’ve seen (and fallen for), and the hard-earned lessons that continue to shape how I build today.

Harshil Siyani

AI Developer at NewsCorp

Canberra, Australia

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