When an AI produces a DeFi credit score, the real questions aren’t
Is the model smart. @inference_labs https://t.co/6ZMLXtI0My
Could decentralized verification change how we interact with AI in everyday applications?
Would love to hear thoughts from others in the community! @inference_labs https://t.co/R9Vyn5U0qk
A largely unexamined assumption in modern AI infrastructure is that inference can remain opaque while systems scale. The industry treats inference as an internal process, auditable by logs, vendors, or regulators after the fact. https://t.co/CDzEuK4AD4
This project is building a decentralized platform for AI inference, where AI results can be verified by anyone without relying on a central authority.
Centralized AI often hides how decisions https://t.co/ck4Wh9gcq3
A widely overlooked failure mode in autonomous systems is not model error, but unverifiable inference. When AI decisions control aircraft ground operations, industrial robots, or vehicles, the absence of independent proof does not create https://t.co/AaGAhBwS2c
Zero-knowledge proofs have promised verifiable AI for years. The math worked. The economics didn’t. Proving inference correctness was simply too slow, too expensive, and too capital-intensive to run in https://t.co/XFXBG5gxXE
Most AI today still runs on trust. You trust that the model you asked for was actually used. That inputs weren’t modified. That outputs weren’t swapped. This works in centralized environments because accountability is https://t.co/kUY9CdLmXh
Not “trust the output prove it
Private inference. Cryptographic guarantees
@inference_labs As AI agents move value and make decisions
verifiable AI becomes non-negotiable
Infrastructure first. Long-term builders. https://t.co/SBrpTrsSi3
Full-model verification does not scale. Circuitizing entire networks turns inference into a bottleneck. Proof generation grows non-linearly, memory spikes, and latency escapes production constraints.
The result is verification that https://t.co/rwIW5kxeKs
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Exploring the universe of Accountable Autonomy. Join Hitchbot and the Inference Network community to discuss the future of provable machine intelligence.
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