Explore how YOLOing it shows up in this channel's captured material: it comes from the episode with Val Town founder Steve Krouse, where he describes the early months of running Townie, Val Town's AI assistant, without any real evals in place. For the first three or four months, the team would YOLO changes straight to production, test the result manually, and rely on anecdotal user reports — including weekend panics where users were convinced the model had gotten stupider, which Krouse would take to Twitter to cross-check with [^ebfee90b-4a43-55ab-9be2-5070c4aaefb0@0]. In this channel's usage, YOLOing it therefore names the practice of pushing changes to a live, stochastic AI product with no measurement harness to catch regressions — and the episode pairs the term with its remedy: once evals existed, Krouse could check customer complaints against them and confidently tell users try again when nothing showed up. The term also carries a caution he draws from the experience — you start only taking seriously what you can measure, and squishy products still miss a lot that hard-enough evals would catch [^ebfee90b-4a43-55ab-9be2-5070c4aaefb0@0].