Humans in the Loop (2025) Timeline Explained – Every Event in Order

Nehma returns to her village in Jharkhand after her dhuku marriage (a traditional live-in relationship) breaks down. With her daughter Dhaanu and infant son Guntu, she needs a support system and means to provide for her family, making the return to her native community a practical necessity rather than a choice.

Foreshadowing: The film opens with this return, establishing immediately that Nehma is rebuilding her life after a personal disruption.

• nehma
• oraon
• ranchi
• dhuku
• village return

Dhaanu struggles to adjust to rural life after leaving the city of Ranchi. She deeply misses the urban world she knew and feels out of place in the village, making a futile escape attempt in hopes of reclaiming the life she left behind.

Foreshadowing: Her longing for the city is established early, as she reconnects with family while feeling displaced in the rural setting.

• dhaanu
• escape
• city
• village
• adjustment

Nehma notices a troubling gap between the rigid categories required by AI systems and the ecological wisdom of her Oraon community. The labels fail to capture local knowledge, practices, and lived realities, revealing how technology categorizes life in ways that ignore indigenous understanding.

Foreshadowing: This awareness grows as she spends time annotating images and videos, confronting the limitations of standardized classification.

• ai
• data labeling
• categories
• ecological wisdom
• oraon

The film argues that AI ethics cannot be separated from social hierarchies. Since the workers who train AI systems are often invisible, uncredited, and from marginalized communities, the knowledge transmitted through AI reproduces those absences. The Oraon women's labor highlights how caste, gender, and rural geography shape who teaches AI and whose knowledge gets valued.

Foreshadowing: Nehma's position as an Adivasi woman doing this work makes her the perfect lens for this critique.

• ai ethics
• caste
• gender
• geography
• marginalization

The film suggests that both human and artificial intelligence reflect the perspectives, knowledge, and biases of those who teach them. When teachers are invisible, uncredited, or culturally misunderstood, as with the data-labeling workers, the knowledge transmitted through AI systems mirrors those gaps and misunderstandings.

Foreshadowing: This theme emerges through Nehma's reflections as she recognizes how her community's wisdom goes unrecognized in the AI categorization process.

• intelligence
• teachers
• knowledge
• imprint
• ai training

Dhaanu grew up in Ranchi and is accustomed to urban life. Returning to the Oraon village means losing the world she knew, her friends, lifestyle, and sense of belonging. She feels like an outsider in her own family's community and grieves the displacement from her familiar environment.

Foreshadowing: Her emotional strain is introduced early, creating tension within the household from the moment of arrival.

• dhaanu
• unhappiness
• village
• city
• displacement

Dhuku is a traditional Oraon tribal custom referring to a live-in relationship or partnership outside formal wedding rites. When Nehma's dhuku marriage breaks down, she loses that domestic arrangement and must return to her natal village with her children to rebuild her life.

Foreshadowing: The breakdown of this marriage is the catalyst for Nehma's entire journey in the film.

• dhuku
• oraon
• marriage
• tribal custom
• live-in

The film reveals how international AI clients dictate rigid classification systems while local workers like Nehma perform the essential but invisible labor of labeling data. This creates an extractive relationship where distant clients shape working conditions and profit from knowledge produced locally, without recognition or fair compensation.

Foreshadowing: This dynamic becomes clearer as Nehma works weeks at the center and witnesses how demand from abroad controls the labor process.

• global ai
• local workers
• power dynamics
• data labeling
• exploitation

Nehma needs to support her family financially after her marriage ends, and the data-labeling center offers available work in her village. The job represents one of the few viable employment options for an Adivasi woman with limited formal education, making it both an economic necessity and an entry point into the global technology chain.

Foreshadowing: The job is introduced as a practical solution to her financial situation, before the deeper thematic questions emerge.

• nehma
• job
• data labeling
• employment
• family support

Nehma and Dhaanu navigate significant tension as Dhaanu struggles with displacement while Nehma works to provide and reconnect with her roots. Their bond is tested by Dhaanu's unhappiness and escape attempt, but the film shows moments of tenderness and resilience that reflect how their relationship becomes a map for enduring change together.

Foreshadowing: The emotional strain peaks with Dhaanu's escape attempt, forcing mother and daughter to confront their differences.

• mother-daughter
• relationship
• bond
• tension
• resilience

The film concludes with an ambiguous ending, leaving the central conflict between ecological wisdom and rigid AI systems unresolved. Nehma's future remains open, whether she continues the data-labeling work, finds another way to support her family, or manages to integrate her community's knowledge into technology, the film does not specify.

Foreshadowing: The open-ended conclusion reflects the ongoing nature of these social and technological tensions.

• ending
• conclusion
• ambiguous
• nehma
• future