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Fast Tessera inference that brings one Xeon node level with a GPU; reverse dependencies in day10; Windows, macOS and FreeBSD worker updates and a new ad hoc pipeline engine.

Headline activities have included resolving the scraping attacks, fixing obuilder bugs, and Tessera AMX optimisations.

TESSERA v1.1 is a drop-in retrained model that fixes the tiling artefacts of v1.0, with embeddings now being served from AWS S3 and model weights up on Hugging Face.

A week of hops between Chennai, Cambridge and Belfast for the FP Launchpad takeoff at IIT Madras, a surprise Publication of the Year at the Cambridge Ring Hall of Fame, meeting the VC on the upcoming Rokos School of Governance, mirroring half a petabyte of TESSERA tiles and hacking on oi

The GeoTessera project produces 128-channel geospatial embeddings from Sentinel satellite imagery. The dataset is tiled at 0.1-degree resolution across the globe, covering 9 years and comprising roughly 3.8 million tiles, each containing embeddings and scale-factor files.

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.

Numberphile’s latest video has been released, and in it Ben Sparks introduces the 15 Game.

Numberphile’s latest video has been released, and in it Ben Sparks introduces the 15 Game.

My throw-away comment at the end of my earlier post shows my scepticism that the JSON file approach was really viable.