Serving Groot-19B-A3B at 256K on one RTX 5090: the memory budget and the thinking trap
GrootTeam says its Groot-19B-A3B holds a 256K-token context on one RTX 5090, and labels that figure an estimate from memory sizes. A token is a word piece, and the context is how much text the model can see at once. We wanted a measurement, so we deployed the 20.9 GB FP8 build (weights stored in 8…
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- 2026-11-12 06:37 · DEV Community — AI
Serving Groot-19B-A3B at 256K on one RTX 5090: the memory budget and the thinking trap