When alternative tokens exceed the configured branching probability threshold during an ungrounded run, Treewalker splices that candidate token onto the preceding prefix and fires a targeted completion prompt with a constrained token budget to generate the alternate brand association. These completed branches are persisted in the tw_branches table with their origin token probabilities and linked to the parent entity, allowing operators to map latent semantic associations that the model considered but ultimately ranked below the primary generation.

Referenced by