AI Needs A Red Team 👀
One thing from Theoriq's Targon work stood out to me more than the models themselves.
They built an agent whose job is to disagree.
Not optimize the result.
Not make the research sound better.
Try to break it.
The adversarial agent independently checks raw data, assumptions and outputs, hunts for leakage and tries to invalidate the conclusions before they're accepted.
Theoriq says this process has already caught defects that would have produced false positives and caused some earlier findings to be retracted.
That's a surprisingly important lesson for decentralized AI.
As ecosystems like $TAO and $RENDER make intelligence and compute increasingly accessible, running another model won't necessarily be the bottleneck.
Designing systems that can tell you when your own model is wrong might be.
Especially when the output eventually informs a financial decision.
I'm much more comfortable with AI participating in capital allocation when another system is actively trying to prove that AI shouldn't be trusted.
#Altcoin Season#
One thing from Theoriq's Targon work stood out to me more than the models themselves.
They built an agent whose job is to disagree.
Not optimize the result.
Not make the research sound better.
Try to break it.
The adversarial agent independently checks raw data, assumptions and outputs, hunts for leakage and tries to invalidate the conclusions before they're accepted.
Theoriq says this process has already caught defects that would have produced false positives and caused some earlier findings to be retracted.
That's a surprisingly important lesson for decentralized AI.
As ecosystems like $TAO and $RENDER make intelligence and compute increasingly accessible, running another model won't necessarily be the bottleneck.
Designing systems that can tell you when your own model is wrong might be.
Especially when the output eventually informs a financial decision.
I'm much more comfortable with AI participating in capital allocation when another system is actively trying to prove that AI shouldn't be trusted.
#Altcoin Season#
