Research questionHow can cosmic-web classifications unify large- and small-scale structure for halo-bias modeling?Cosmic-web definitions probe different spatial scales, making it difficult to relate environmental labels consistently to the scale-dependent information carried by halos and other tracers. This complicates their use in bias and clustering models.