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Bluzen Labs

Research

2 posts filed under Research.

Research28 Aug 2026 · 7 min

The tail is the product

Why we throw away aggregate F1 on tagging benchmarks, and what we report instead. A short argument with a long table attached.

Ashish Kumar, Rin AmagaiRead
Research19 Aug 2026 · 9 min

Regions, not repairs

Inpainting treats a mask as damage. PrismStream treats it as composition. Notes from six weeks of getting that distinction to survive training.

Ashish Kumar, Kaede MoriiRead