The film focuses strictly on a male-dominated criminal hierarchy. There is no presence of queer narratives or non-cisnormative identities within the central plot.

Narrative agency is almost exclusively male, centered on competition and greed. Female characters occupy peripheral roles that lack the power to influence the heist or its fallout.

The cast is culturally homogeneous, reflecting a specific urban Indian setting. It avoids whitewashing by grounding the story in an authentic, localized socioeconomic landscape.

The film disrupts conventional morality by embracing moral relativism. It portrays systemic institutional corruption, particularly within the police, as a central reality of the world.

There is no discernible representation of physical, sensory, or neurodivergent disabilities among the primary cast or character arcs.