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![raven_protocol Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::930278033067466752.png) Raven Protocol 🐦‍⬛ [@raven_protocol](/creator/twitter/raven_protocol) on x 13.4K followers
Created: 2025-07-16 11:38:39 UTC

@svpino Good methodology, but assumes affordable compute for iteration. Error analysis needs multiple test runs and retraining cycles. Most teams can't afford the GPU hours.

Fix infrastructure access first, then methodology scales.


XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1945447988274360489/c:line.svg)

**Related Topics**
[gpu](/topic/gpu)
[affordable](/topic/affordable)
[protocol](/topic/protocol)

[Post Link](https://x.com/raven_protocol/status/1945447988274360489)

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raven_protocol Avatar Raven Protocol 🐦‍⬛ @raven_protocol on x 13.4K followers Created: 2025-07-16 11:38:39 UTC

@svpino Good methodology, but assumes affordable compute for iteration. Error analysis needs multiple test runs and retraining cycles. Most teams can't afford the GPU hours.

Fix infrastructure access first, then methodology scales.

XXX engagements

Engagements Line Chart

Related Topics gpu affordable protocol

Post Link

post/tweet::1945447988274360489
/post/tweet::1945447988274360489