Dark | Light
[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

![willccbb Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::3064259332.png) will brown [@willccbb](/creator/twitter/willccbb) on x 27.6K followers
Created: 2025-07-21 21:11:30 UTC

@korigero @menhguin sounds good doesn’t work

nobody is using *pretrained LLMs* for this kind of forecasting at scale, they’re using much smaller models with LLM-inspired architectures trained exclusively on financial data


XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947404088540598545/c:line.svg)

[Post Link](https://x.com/willccbb/status/1947404088540598545)

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

willccbb Avatar will brown @willccbb on x 27.6K followers Created: 2025-07-21 21:11:30 UTC

@korigero @menhguin sounds good doesn’t work

nobody is using pretrained LLMs for this kind of forecasting at scale, they’re using much smaller models with LLM-inspired architectures trained exclusively on financial data

XXX engagements

Engagements Line Chart

Post Link

post/tweet::1947404088540598545
/post/tweet::1947404088540598545