# Continuous GPU verification is unsolved — and Akash is close

- **Speaker:** Greg Osuri
- **Attribution:** attributed
- **Said:** 2025-10-10
- **Theme:** Decentralized AI — https://www.gregosuri.com/predictions/decentralized-ai/
- **Source:** DePIN: Hype or the Next Trillion-Dollar Market? - TOKEN2049 Singapore 2025 (TOKEN2049)
- **Watch at:** 00:29:58 — https://www.youtube.com/watch?v=xr6ZLHwuo2w&t=1798s
- **Canonical:** https://www.gregosuri.com/predictions/decentralized-ai/2025-10-10-continuous-gpu-verification-is-unsolved-and-akash-qhy4/
- **Cite as:** Greg Osuri, "Continuous GPU verification is unsolved — and Akash is close," DePIN: Hype or the Next Trillion-Dollar Market? - TOKEN2049 Singapore 2025 (TOKEN2049), 10 Oct 2025, 00:29:58. https://www.youtube.com/watch?v=xr6ZLHwuo2w&t=1798s

## Quote — verbatim

> Continuous non-disruptive verification is key. That means without affecting the workload that's deployed on the GPU... you got to continuously verify, and no one has solved the problem, and I think we're close to solving the problem and doing it in fully open source and decentralized manner.

## Context — site annotation, not spoken

Why Akash didn't bootstrap supply with token incentives: build-time verification of hardware is gameable; continuous verification is the real problem.