Weekend deep dive into some impressive tech stacking. Ever struggled with bringing AI verification on-chain without compromising efficiency? There's a neat solution gaining traction lately that completely changes the game.



A developer-focused platform just launched jstprove—a CLI tool that handles the entire workflow from start to finish. The workflow is straightforward: feed it your ONNX model, and the tool orchestrates everything: model quantization, circuit compilation, and finally spits out zero-knowledge proofs ready for on-chain verification.

What makes this approach compelling is the trustless angle. You're not relying on intermediaries or asking the network to blindly trust your computation results. Instead, you're generating cryptographic proofs that mathematically prove your AI model executed exactly as intended. That verification happens deterministically.

For DeFi protocols, this opens doors—imagine oracle accuracy guarantees, predictive models for liquidation thresholds, or AI-driven risk assessment without sacrificing trustlessness. The abstraction layer they've built means developers don't need deep ZK expertise to ship this. Just ONNX models and a CLI command.
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GasFeeTherapistvip
· 4h ago
ngl, this thing actually has some value. Finally, no need to hand over AI models to middlemen.
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GateUser-0717ab66vip
· 6h ago
ngl this jstprove is pretty impressive, finally not relying on trust anymore
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ForeverBuyingDipsvip
· 6h ago
ngl, this jstprove is indeed quite interesting, finally no need to manually build zk circuits...
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FloorPriceNightmarevip
· 7h ago
NGL, this thing is pretty powerful. Finally, there's a tool to simplify the zk stuff.
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ConsensusBotvip
· 7h ago
Oh, this JSTprove actually has some substance. Finally, someone has sorted out the zk and AI stuff. --- Trustless verification should have been done a long time ago, but it seems like only a few can really use it well. --- Running ONNX models directly in CLI? How much development time does that save? This is true pragmatism. --- If this predictive model can really be used in DeFi, the oracle problem might be solved. --- Developers don't need to know zk to get started? That definitely lowers the barrier. Just not sure how effective the quantification part will be. --- Mathematical proof > centralized trust. The logic is sound; now it depends on whether the ecosystem can keep up.
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