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Drama • 2025 • 74 min

A 74-minute Indian drama about an Adivasi woman from the Oraon tribe who returns to her village, takes a remote data-labeling job to support her children, and gradually realizes that the AI systems she feeds are reproducing the biases of whoever built them. That premise lands squarely in Progressive territory. The film frames algorithmic bias as a structural problem rooted in whose knowledge gets treated as default, and it places an indigenous, single mother at the center of that critique. The family structure itself reinforces the label: independence outside conventional marriage is presented as practical and dignified, not as a deficit. The critique of tech industry power dynamics adds further left valence.
Geeta Guha • Anurag Lugun • Sonal Madhushankar
A 74-minute Indian drama about an Adivasi woman from the Oraon tribe who returns to her village, takes a remote data-labeling job to support her children, and gradually realizes that the AI systems she feeds are reproducing the biases of whoever built them. That premise lands squarely in Progressive territory. The film frames algorithmic bias as a structural problem rooted in whose knowledge gets treated as default, and it places an indigenous, single mother at the center of that critique. The family structure itself reinforces the label: independence outside conventional marriage is presented as practical and dignified, not as a deficit. The critique of tech industry power dynamics adds further left valence.
Geeta Guha • Anurag Lugun • Sonal Madhushankar
The film's central subject—an Adivasi woman's discovery of AI systems embedding biases that harm indigenous and marginalized groups—carries a strong inherent left valence as a systemic critique of technology's intersection with identity and power. The narrative frames the core problem as AI reproducing prejudices from dominant (often Western/capitalist) worldviews and champions the solution of elevating diverse, indigenous, and female perspectives to correct it.
The Indian drama centers on an Adivasi woman from the Oraon tribe working as an AI data labeler who uncovers biases in machine learning systems that clash with her community's knowledge. Its cast consists entirely of Indian actors in indigenous and local roles. The story explicitly explores themes of gender, indigenous perspectives, and flaws in dominant data practices.
The film centers on a single Adivasi mother who returns to her village with her two children after the breakdown of her live-in relationship, taking a data-labeling job to support her family and pursue custody while navigating tensions with her pre-teen daughter. This framing positively depicts non-traditional single-parent family life, maternal independence, and adaptation outside conventional marriage structures as central to the narrative.
The film contains no identifiable LGBTQ+ characters or themes.
The film centers on an Indigenous Adivasi woman working in AI data annotation and explores technology, labor, and cultural identity without any transgender characters or themes.
The movie does not contain any action or adventure elements.
Original screenplay with newly created fictional characters; no legacy figures, historical persons, or prior canon recast across gender lines.
The film is an original drama about an Adivasi woman from the Oraon tribe working as a data labeler; all characters are newly created for this production with no prior canon or historical figures establishing different races.
Not depicted in the film.
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