Pipeline on zolty.systemshttps://blog.zolty.systems/tags/pipeline/Recent content in Pipeline on zolty.systemsHugoen-usTue, 13 Oct 2026 10:00:00 -0400Reading a surplus lot from its photos: the identification pipelinehttps://blog.zolty.systems/posts/2026-10-13-reading-a-surplus-lot-from-photos/Tue, 13 Oct 2026 10:00:00 -0400https://blog.zolty.systems/posts/2026-10-13-reading-a-surplus-lot-from-photos/How my pipeline turns a vague auction title and a gallery of photos into a make, model and unit count, and eight ways it got that wrong before getting it right.