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LABELSENSE-Pilot is a reproducible prototype for point-feature label placement on interactive maps, using graph-context scoring and constrained optimization to balance geometric validity, stability, and accessibility. Experiments show it reduces flicker and maintains high display rates with zero collisions under various stressors.