#opg $OPG
Oh man, back in the old days the blockchain AI circle was so hilarious. People wanted to do AI, but they clung to one tired old trope: for “decentralization,” every node has to run the whole model from scratch, start to finish. Everyone got exhausted, it was painfully slow, it cost a fortune, and everyone was shouting really loudly—yet nobody actually wanted to use it.
Later, this group of @OpenGradient couldn’t stand it anymore and just stormed in and flipped the table!
They came up with a new move called HACA, splitting the whole thing in two:
The AI model that truly needs recomputation gets shipped off-chain to those beastly GPUs to run—blazing fast and cost-effective. On-chain? It only handles verification. Using zkML plus TEE to produce rock-solid proofs, so nobody has to blindly trust others. If it’s right, you can tell immediately. They call this “verifiable inference.”
Of course, security and saving money are always fighting. zkML is brutally secure, but right now it’s still slow and expensive. So they also added a “fast lane,” letting most normal traffic run quickly and cheaply.
Want to know whether those $OPG folks really have substance? Don’t just scroll on your phone watching coin prices bounce around.
Is their model ecosystem getting more and more people playing with it?
For serious transactions backed by strong proofs versus everyday traffic routed through the fast lane—how is that ratio changing? Do developers and users actually stick around, using it more and more until they can’t quit?
This isn’t a short-term game where you’ll know who wins by today or tomorrow. It’s a marathon that takes eight years to run.
What $OPG is doing right now is trying to turn blockchain AI from the “sounds really cool” idea into something everyone can use conveniently every day.
Oh man, back in the old days the blockchain AI circle was so hilarious. People wanted to do AI, but they clung to one tired old trope: for “decentralization,” every node has to run the whole model from scratch, start to finish. Everyone got exhausted, it was painfully slow, it cost a fortune, and everyone was shouting really loudly—yet nobody actually wanted to use it.
Later, this group of @OpenGradient couldn’t stand it anymore and just stormed in and flipped the table!
They came up with a new move called HACA, splitting the whole thing in two:
The AI model that truly needs recomputation gets shipped off-chain to those beastly GPUs to run—blazing fast and cost-effective. On-chain? It only handles verification. Using zkML plus TEE to produce rock-solid proofs, so nobody has to blindly trust others. If it’s right, you can tell immediately. They call this “verifiable inference.”
Of course, security and saving money are always fighting. zkML is brutally secure, but right now it’s still slow and expensive. So they also added a “fast lane,” letting most normal traffic run quickly and cheaply.
Want to know whether those $OPG folks really have substance? Don’t just scroll on your phone watching coin prices bounce around.
Is their model ecosystem getting more and more people playing with it?
For serious transactions backed by strong proofs versus everyday traffic routed through the fast lane—how is that ratio changing? Do developers and users actually stick around, using it more and more until they can’t quit?
This isn’t a short-term game where you’ll know who wins by today or tomorrow. It’s a marathon that takes eight years to run.
What $OPG is doing right now is trying to turn blockchain AI from the “sounds really cool” idea into something everyone can use conveniently every day.