My grandpa often says, “A hundred hearsay accounts are no match for a single firsthand look.” When I was little, I thought it was just about sight and hearing.

As I grew up, I realized it runs deeper. People told me all kinds of things—who was good, who was bad, what could be trusted. I nodded along. Only when I witnessed things myself did I realize that much of what was said was far from the truth. Believing by ear makes your head feel lighter, but the price is that you hand over your right to judge to the person who tells you.

Now AI almost completely forces us to believe by ear. It says it, I hear it, I do it. Many people ask whether @OpenGradient has answers that are better. But I find the harder question is this: do I have a way to see for myself—rather than just listening to someone tell me—don’t I?

Because between “it says it ran correctly” and “I can verify that it ran correctly” there’s a very wide gap, even when the results look exactly the same.

This is where @OpenGradient tries to narrow the distance. Every time AI runs, it leaves behind evidence that I can check myself—settle through $OPG —what model ran, what data went in, what I can actually see, not just what I’m told.

But I’m uneasy about that. Having something to verify doesn’t mean people will look. Most of us still prefer to listen so it feels easier than to actually go check ourselves, which is tiring. Giving people the “right to see” and then them not using it ultimately still leaves us believing by ear.

So what’s really worth asking isn’t whether the evidence is already available.

It’s: when will people finally be willing to look themselves instead of just listening to others?

Because once you’ve listened and then believed, it’s easier.

#opg