A few years ago, I uploaded a tool to a small developer marketplace. I remember checking the analytics every day, convinced that if the product was useful, people would naturally find it. They didn't.
That experience taught me something simple. Building something is one challenge. Getting people to use it is another.
I thought about that while looking into @OpenGradient's Model Hub.
The idea itself makes sense to me. Developers can upload AI models, set their own pricing, and receive $OPG whenever someone runs an inference. What I like is the direct connection between usage and rewards. If your work creates value, the system is designed to compensate you without relying on a middleman.
But what I noticed is that the real question isn't how many models exist. It's how often they're actually being used.
It reminds me of walking into a huge bookstore. Thousands of books fill the shelves, but only a small number are picked up every day. The size of the catalog tells one story. Reader activity tells another.
From a system perspective, I think transparency matters just as much as infrastructure. A marketplace becomes much easier to evaluate when builders can see where demand is going and how activity is distributed across the network.
That's why the part I'm watching most closely isn't the number of models. It's whether usage data becomes visible enough for developers to understand the opportunity in front of them.
Good infrastructure doesn't just enable participation. It makes outcomes easier to see and understand.
@OpenGradient
#OPG
$OPG
That experience taught me something simple. Building something is one challenge. Getting people to use it is another.
I thought about that while looking into @OpenGradient's Model Hub.
The idea itself makes sense to me. Developers can upload AI models, set their own pricing, and receive $OPG whenever someone runs an inference. What I like is the direct connection between usage and rewards. If your work creates value, the system is designed to compensate you without relying on a middleman.
But what I noticed is that the real question isn't how many models exist. It's how often they're actually being used.
It reminds me of walking into a huge bookstore. Thousands of books fill the shelves, but only a small number are picked up every day. The size of the catalog tells one story. Reader activity tells another.
From a system perspective, I think transparency matters just as much as infrastructure. A marketplace becomes much easier to evaluate when builders can see where demand is going and how activity is distributed across the network.
That's why the part I'm watching most closely isn't the number of models. It's whether usage data becomes visible enough for developers to understand the opportunity in front of them.
Good infrastructure doesn't just enable participation. It makes outcomes easier to see and understand.
@OpenGradient
#OPG
$OPG