# Heterogeneous compute unlocks decentralized networks

- **Speaker:** Greg Osuri
- **Attribution:** attributed
- **Said:** 2026-07-17
- **Theme:** Decentralized AI — https://www.gregosuri.com/predictions/decentralized-ai/
- **Source:** This Crypto Turns GPUs Into Income For Everyone!!!! (AllinCrypto)
- **Watch at:** 00:34:15 — https://www.youtube.com/watch?v=1V5Mk3yKYy0&t=2055s
- **Canonical:** https://www.gregosuri.com/predictions/decentralized-ai/2026-07-17-heterogeneous-compute-unlocks-decentralized-networ-acoo/
- **Cite as:** Greg Osuri, "Heterogeneous compute unlocks decentralized networks," This Crypto Turns GPUs Into Income For Everyone!!!! (AllinCrypto), 17 Jul 2026, 00:34:15. https://www.youtube.com/watch?v=1V5Mk3yKYy0&t=2055s

## Quote — verbatim

> If we crack heterogeneous compute, that means you can mix and match older GPUs and newer GPUs, then you have significantly more supply available... As that becomes real, I think you're going to see decentralized network come to light in ways that was not obvious before.

## Context — site annotation, not spoken

Cites ~100B-parameter distributed training runs (Nous Research, "PluralSight" — likely Pluralis, caption garble) as proof the science is arriving; Akash's latent supply is inherently heterogeneous.