OpenGradient gets fragile before the model runs, in the moment an agent turns a user request into tool arguments.
I kept looking at the run-model tool flow because the failure is not loud.
A builder can wrap an OpenGradient model as a tool. The tool can point to a model CID. The input provider can prepare the data. The inference can return a model output and a transaction hash.
From the outside, that looks like a clean agent step.
But the agent still has to fill the right inputs before the model sees anything. If the tool schema is loose, or the input provider quietly accepts a bad field, the model can run on the wrong assumption and still produce a normal-looking result.
That is the production consequence I care about.
If an agent checks wallet risk, prices a route, or labels a user action, the builder cannot only say the OpenGradient inference happened. They have to show that the agent passed the right arguments into the tool before the paid model call was made.
A valid model call does not fix a bad argument handoff.
For serious agents, the receipt has to start before inference, not after it.
#OPG $OPG @OpenGradient $ARX $PENGU
I kept looking at the run-model tool flow because the failure is not loud.
A builder can wrap an OpenGradient model as a tool. The tool can point to a model CID. The input provider can prepare the data. The inference can return a model output and a transaction hash.
From the outside, that looks like a clean agent step.
But the agent still has to fill the right inputs before the model sees anything. If the tool schema is loose, or the input provider quietly accepts a bad field, the model can run on the wrong assumption and still produce a normal-looking result.
That is the production consequence I care about.
If an agent checks wallet risk, prices a route, or labels a user action, the builder cannot only say the OpenGradient inference happened. They have to show that the agent passed the right arguments into the tool before the paid model call was made.
A valid model call does not fix a bad argument handoff.
For serious agents, the receipt has to start before inference, not after it.
#OPG $OPG @OpenGradient $ARX $PENGU