We've been working on migrating TESSERA embeddings to a cloud native format called Zarr v3, which unlocks all kinds of scifi usecases like mobile phone use and satellite streaming. A note on how this works: https://anil.recoil.org/notes/tessera-zarr-v3-layout and a preview of browser streaming on https://tze.geotessera.org

Streaming millions of TESSERA tiles over HTTP with Zarr v3
How we restructured TESSERA's geospatial embeddings from millions of individual numpy files into sharded Zarr v3 stores for efficient HTTP streaming, enabling everything from single-pixel mobile lookups to regional-scale analysis with just a couple of range requests.