When Machine Learning Reaches Its Limit
I was at a golf weekend bachelor party with the family group – cousins, laughs, and that fleeting optimism that shows up on the first tee and quietly leaves by the third hole.
I’ve mostly accepted my place in the golf universe. The aches, the jokes, the camaraderie, the occasional birdie that whispers “hey… maybe” before disappearing for three months. I enjoy the day. I have a beer. I move forward.
But every once in a while…
I get the itch.
Not to be good. Just… better. (Air quotes and all.)
So after this round, I did what any modern idiot would do: I downloaded a golf AI companion. You know the ones. Record your swing, get instant feedback, shave strokes, unlock potential, become a scratch golfer in eleven minutes.
From a tech-nerd perspective, the tool was impressive. It broke my body down into a creepy little stick figure. Pins on my head. Pins on my knees. Swing plane overlays. Very CSI: Municipal Golf Course.

Sadly – didn’t screen shot the laughing emoji!
Then it started reviewing the backswing.
When you picture a backswing, you imagine something smooth. Circular. Calm. A nice, polite arc, like you’re tracing a hula hoop in the air. Mine, apparently, is a case study in impossible physics. It looks like I’m trying to spell my name in cursive with the clubhead. It goes up. Then out. Then somehow in. Then over. Then back. Then nowhere near where it started.
It’s less “golf swing” and more “mid-move seizure.”
Smooth level: Steel wool on a sunburn.
The AI paused. Processed. And then… it laughed.
Not figuratively. An actual laughing emoji popped up on the screen: 😂.
No tip. No suggestion. Just an artificial intelligence looking at my swing and deciding, “This is content.”
The rest of the analysis didn’t get better. One section translated loosely to: “Please stop. You’re hurting me.” Another felt like I’d created a failure condition in the code causing a widespread outage in three States.
That’s when I realized:
This did not give me peace. This did not give me improvement. This did not do a Damn thing!
So I’m done.
I’ll be sticking with the classics:
Slicing yellow balls at the range, pretending something is clicking, and convincing myself that this bucket is the one that changes everything.
No AI required. Just me, my sunburn, and a swing that feels exactly like the steel wool it resembles.
