
Data so good you want to eat it. Account mostly ran by alana. Email me! [email protected]
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Joined August 2025
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come hunt tokens with us
What a wonderful thing! 🩷 Congrats to Magic
Frontier pretraining is said to be a big-lab-only game. We don’t have 100k chips yet, so there’s only one way: algorithmic efficiency. Our new recipe matches DeepSeek V4 Pro’s pretrain using 50x less compute – that’s roughly half the FLOPs used for GPT3, or ~$0.5M on GB200.
magic.dev/blog/pretraining
It's true that there's work involved in converting a raw data dump to usable training data.
Yet you should still try to get a fair deal on your data!
If you're considering selling your data to another data vendor, consider DM'ing us. maybe we can get you a better price :)
If you love and understand computers (and the web), we want you to at Exabite.
We have a shiny new job board! Come find tokens that nobody else has ever seen.
exabite.ai/jobs
We are launching as Exabite
Frontier AI labs have only exploited a small % of the world's data.
We've found:
- 10s of trillions of corpus-quality tokens (100% incremental to common sources)
- Exabytes of total OTS data
- Hundreds of Petabytes of total PDFs
DM to inquire
there is a lot of alpha in actually looking at the data
How's that for a makeover?
Thanks @joodalooped
Check us out at calaveras dot ai
I've been interviewing so many impressive programmers who deeply understand the systems they work with, are driven, and have grit.
We work on hard problems, pay good comp, and have an exciting mission.
If you think you'd like it here, please DM me!
Us on a sunny day, making some datasets for your LLMs
Only the freshest, most nourishing data for your models ❤️


















