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I was looking at my small $OPG test position today and caught myself questioning what I’m actually measuring.
At first, I thought verified execution was the hardest problem. If a model runs correctly, that’s valuable — but does it prove the model actually learned enough to be reliable?
That’s where @OpenGradient got interesting to me. Reporting 2,000+ hosted AI models and millions of inferences shows activity, but usage alone doesn’t automatically prove learning quality. A lot of data points can still hide weak evidence if the measurement isn’t strong enough.
The part I’m watching now is the gap between compute demand and proof. OPG has around 190M circulating from a 1B max supply, so future supply changes are something I’m keeping in mind too.
My view right now: execution is visible, but the real value comes when the evidence behind the intelligence becomes visible too.
$TNSR $G
#OPG #OpenGradient #Usage #Visibility #Trust
At first, I thought verified execution was the hardest problem. If a model runs correctly, that’s valuable — but does it prove the model actually learned enough to be reliable?
That’s where @OpenGradient got interesting to me. Reporting 2,000+ hosted AI models and millions of inferences shows activity, but usage alone doesn’t automatically prove learning quality. A lot of data points can still hide weak evidence if the measurement isn’t strong enough.
The part I’m watching now is the gap between compute demand and proof. OPG has around 190M circulating from a 1B max supply, so future supply changes are something I’m keeping in mind too.
My view right now: execution is visible, but the real value comes when the evidence behind the intelligence becomes visible too.
$TNSR $G
#OPG #OpenGradient #Usage #Visibility #Trust
BLACK_LILLY:
OpenGradientgot interesting to me. Reporting 2,000+ hosted AI models and millions of inferences shows activity, but usage alone doesn’t automatically prove learning quality. A lot of data points can still hide weak evidence if the measurement isn’t strong enough.
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