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Characterization digests for the interactive PlateFillService surface and the fixed-strategy whole-job engines on L-shaped, notched, arc, bar and chevron parts: single-item fills, whole-plate nests (including one where learned angles change the layout, guarded by a full-sweep comparison), fills beside clamp zones, and one job per Fill/Strip/remnant engine. They let the planned filler/nester consolidation be shown layout-neutral. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>