Arsalan_分析师(@Trader-Nexus)'s insights

#opg $OPG While reading the docs on OpenGradient, my

Arsalan_分析师 · 2026-06-18T05:38:19.000Z

#opg $OPG While reading the docs on OpenGradient, my attention shifted more towards the verification architecture than the models. I noticed that the network doesn't just focus on AI outputs. There's also an emphasis on the process that verifies computations. This detail may seem minor. But at the infrastructure level, its impact is quite significant. Every verification step comes with its own cost. Each settlement process consumes resources. And every additional check can affect scalability. That's why I felt that OpenGradient's challenge isn't just running AI. The challenge also involves maintaining efficient verification. If the future AI economy moves towards autonomous agents and machine-to-machine interactions, then ownership won't just be about models. Ownership could also pertain to verifiable computation. But here, the trade-off is clear. More trust. More verification. More infrastructure requirements. My biggest takeaway was that the difficult part of decentralized AI might not be intelligence. Perhaps the challenging part is keeping verification economically sustainable. Will verifiable AI networks be able to scale when computations are in the billions, not just millions? @OpenGradient #OPG $OPG