Locating and decoding a label at any orientation

Two oriented boxes on the canvas at their measured angles, a four-stage pipeline naming its own model builds and per-stage milliseconds on cuda:0, and character-level confidence tinted per glyph on both read fields.

The run partitions: 1,257 auto-accepted, 118 in review, 37 rejected, 1,412 captures. The two rejected for blur are actually blurred, C-0851 fell below the detector minimum, and the day-book concordance is three days stale.