Live session L11 · day 56
Retrieval, ranking and every failure from this campaign, reproduced in one sitting.
Releases Tuesday, 24 November 2026
The whole matching pipeline, live, from an empty candidate set to a ranked deck, with every bug from this campaign reproduced in place. The bugs are the curriculum; the working version is only the frame.
Every bug from the campaign, reproduced and caught. Every session breaks something on purpose. A build that only ever works is a demo, and a demo is the one thing this is not.
The recording is posted on this page, and the write-up goes out the same day at designsbyduhart.org/blog.