Growing up in India in the ’90s, everybody had one religion: Tendulkar. And yet there I was the lone kid in a room full of India fans cheering for Australia. Not because I wanted India to lose. But because something about that Aussie side felt like pure, ruthless excellence:

• Warne’s sorcery

• Gilchrist’s audacity

• McGrath’s metronome

• Ponting’s cold authority

It felt like watching a team that had found a higher gear. A different plane of performance. A machine tuned to borderline perfection.

And then I grew up. Life got heavier  with career, kids, responsibilities. India got strong.
Australia’s golden generation retired. And that inner fan in me- went quiet.

Until a man named Travis Head walked in a  World Cup final and played like he was batting in a video game. Head doesn’t “settle in.” He doesn’t “get his eye in.” He arrives fully loaded. He assesses nothing. He just destroys. And when he does it in big matches  something inside me wakes up again. The boy who loved the Aussie bulldozer style opens his eyes. He recently destroyed England in the first test of the Ashes and that is the real inspiration for the post.

That feeling of a sudden ignition is exactly what helped me understand something in AI called Mixture of Experts.

MoE = Travis Head

In a Mixture of Experts model, you don’t fire the whole network for every input.
You only activate the right expert for the right situation.Most experts sit idle.
Most neurons rest. Only the specialist steps forward.

That’s Travis Head. He’s the “expert layer” you only activate when you need surgical violence.

He’s not the batter for all conditions.
But when the model (or the team) faces chaos, the router ,the gate, says: “Load Head.exe. Activate the destruction module”

And then he does things no algorithm can predict.

AI and Sports. Sports and AI

People ask me why I mix sports with AI. Why I write with this blend of emotion, humor, nostalgia, and curiosity. It’s because this is how I learn. This is how I make sense of the world.
This is how I connect the engineer in me with the kid I once was.

AI research gives me the intellectual spark. Sports gives me the emotional spark. Writing ties both sparks together into a voice that feels like mine.

And somewhere between Transformers, MoE, and Travis Head, I’m rediscovering what it feels like to be awake, curious, and fully alive again.