New from Empero: PageGram: Multi-Head N-gram Memory at the Read Cost of a Flat Table.
Engram-style n-gram tables cost 16 random flash reads per token. PageGram reads 2, and matches or beats both flat and Engram-style tables in loss.
📄 alphaxiv.org/pdf/2610.pagegr…
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pee is stored in the weights
yeah its cool and all but im still sad Spark is not OSS yet
Many of you have reached out wanting to contribute to Empero. Until now we had no good way to say yes.
So we built one: the Empero contributor program.
Research, data & evals, systems, community and partnerships.
empero.org/hiring
Training your own model shouldn't take a research team.
🍺 Today we're releasing Homebrew, an open agent that brews AI models with you. Tell it what you want and it handles the rest: picking a base model, preparing data, safe parameters and training.
github.com/empero-org/homebr…
















