What Is Humans in the Loop About?
The premise of Humans in the Loop in 292 words, with nothing given away. The full story follows below.
In the verdant foothills of Jharkhand, a woman returns from the cramped bustle of Ranchi with a broken marriage behind her and two small children clinging to her hopes. Nehma, an Adivasi from the Oraon tribe, steps back into the rhythms of her ancestral village, where the forest’s whisper competes with the distant hum of the city she left. The landscape is a tapestry of mango groves, dusty lanes, and modest homes, each bearing the weight of generations that have interpreted the world through a lived, ecological wisdom.
To keep her family afloat, Nehma takes a job at a modest data‑labelling centre tucked near the village. There, she and a handful of coworkers annotate images and videos for far‑off clients, teaching artificial intelligence to recognize objects and actions. The work feels oddly mechanical against the backdrop of oral stories and traditional knowledge, and the stark categories demanded by the software begin to clash with the nuanced ways her community reads the land. As the AI learns, the contrast between the machine’s cold logic and the warm, lived experience of the village hints at a deeper conversation about whose eyes are shaping the future.
The arrival of her teenage daughter adds another layer of quiet tension. Dhaanu carries the restlessness of a child who has known city lights, and her yearning for the world beyond the village’s borders pulls at the fragile balance Nehma tries to maintain. Their bond, marked by love, protectiveness, and unspoken fears, becomes the emotional core of a story that asks how technology, culture, caste and gender intertwine. The film moves with a contemplative tone, inviting viewers to feel the pulse of a community caught between ancient stewardship and the invisible algorithms that now seek to learn from it.
What Happens in Humans in the Loop?
The complete story of Humans in the Loop, from the first scene to the last, in 391 words (about 2 minutes). Spoilers throughout. Names in the text link to 7 cast member pages.
Spoilers ahead
Nehma, Sonal Madhushankar, returns to her Oraon community in a Jharkhand village from Ranchi, bringing along her daughter Dhaanu and her infant son Guntu after the breakdown of her “dhuku” marriage. To help support her family, she takes a job at a local data-labelling centre, where workers annotate images and videos to train international AI systems. As she settles into this routine, she begins to notice a troubling gap: the rigid categories demanded by the AI model clash with the ecological wisdom and lived knowledge of her community, revealing how algorithmic labels can oversimplify complex reality.
Dhaanu, Ridhima Singh, struggles to adapt to the village life after the move, clinging to memories of the urban world she left behind and even making a desperate but ultimately futile attempt to escape the village. The mother-daughter bond becomes a quiet focal point as they navigate displacement, tradition, and the pressures of a new kind of labor that sits at the intersection of culture and technology.
Humans in the Loop is a social drama that happens to be about AI: with its focus on indigenous women’s labor and the mother-daughter relationship, it asserts that the ethics of AI cannot be separated from caste, gender, and geography. The film invites viewers to recognize that intelligence—whether human or machine—carries the imprint of its teachers, and when those teachers are invisible, uncredited, or culturally misunderstood, the knowledge they pass on will reflect that absence.
Set against the rural backdrop of Jharkhand, the story builds a detailed picture of daily life in a community where traditional practices meet the global data economy. It highlights how data-labeling work—often performed by women from marginalized communities—becomes a link between local realities and international clients, while also exposing the vulnerabilities and precarity that accompany such work. The narrative pays careful attention to how location, caste, gender, and access to education shape who does the labeling, who benefits, and what counts as legitimate “intelligence.”
Beyond Nehma and Dhaanu, the film threads in a broader cast that enriches the village tapestry: Gita Guha and Prayrak Mehta contribute to the community’s texture, while Anurag Lugun as Roshan, Vikas Gupta as Ritesh, and Aranya Sahay help anchor the story in lived experience. Through these interconnected lives, the film asks audiences to consider how AI’s promise of progress is inseparable from the human histories that shape it.
Humans in the Loop Timeline: Every Key Event in Order
12 key events in the order they happen, from “Return to a village life after the marriage breakdown” to “Intelligence as a teacher and a vow to honour local knowledge”. 12 events name a place, across 5 locations.
- 1
Return to a village life after the marriage breakdown
Nehma returns to her native Oraon village in Jharkhand with Dhaanu and infant Guntu after the breakdown of her dhuku marriage. The homecoming marks a fragile restart as she navigates poverty, stigma, and the demands of caring for two young children. The family begins to adapt to a life that sits between tradition and the pressures of the outside world.
Where:Oraon village, Jharkhand
- 2
Nehma starts a new job at a local data-labelling centre
To support her family, Nehma begins work at a local data-labelling centre that trains AI by annotating images and videos. She learns the routines of tagging data for international clients, balancing care for her children with long hours at the facility. The job exposes her to a behind-the-scenes world where technology sits atop everyday labor.
Where:Local data-labelling centre, Jharkhand
- 3
First days on the labelling line
In the early weeks, Nehma quietly processes task after task, labeling scenes the AI will learn from. She witnesses the repetitive, demanding nature of the work and the pressure to meet strict quality standards. The routine begins to feel like both utility and constraint in her daily life.
Where:Local data-labelling centre, Jharkhand
- 4
A gap emerges between AI categories and ecological wisdom
As the centre's AI systems push rigid categories, Nehma notices a growing mismatch with the ecological knowledge of her Oraon community. Subtleties of land, forest, and seasonal patterns resist neat labels. She starts questioning who benefits from these categorisations and who is left unheard.
Where:Data-labelling centre, Jharkhand
- 5
Dhaanu struggles to adjust to village life
Dhaanu, torn between village life and the urban memories she left behind, struggles to adapt to a slower routine and rural norms. She misses her previous city world and feels disconnected from the new village rhythms. Her restlessness foreshadows a deeper tension within the family.
Where:Oraon village, Jharkhand
- 6
Dhaanu's attempted escape from the village
In a desperate bid to reclaim a sense of belonging, Dhaanu makes a futile attempt to escape the village. The act exposes the fragility of the family’s new life and the pull of distant futures. Nehma watches with concern, unsure how to bridge two different worlds.
Where:Oraon village, Jharkhand
- 7
The invisibility of teachers in AI intelligence
The film foregrounds the idea that AI intelligence is shaped by unseen teachers. Nehma contemplates how many hands, voices, and cultural know-how go uncredited, yet inform the systems she works with. She connects this invisibility to broader questions of caste and gender in her own community.
Where:Oraon village and data-labelling centre, Jharkhand
- 8
AI's global reach through local labor
She learns that the labelling centre serves international clients, making her village's labor part of a worldwide AI pipeline. This revelation deepens the critique of geopolitics in technology and the distribution of value. Nehma wrestles with pride in her work and concern for its ethical implications.
Where:Data-labelling centre, Jharkhand
- 9
Ethics of AI intersect with caste, gender, and geography
The film highlights how the ethics of AI intersect with caste, gender, and geography. Nehma's situation offers a microcosm of larger power imbalances that shape what counts as 'intelligent' labour. The narrative invites reflection on whose knowledge is valued in AI systems.
Where:Jharkhand
- 10
Tension between progress and ecological knowledge
The clash between AI-driven categorisation and indigenous ecological wisdom intensifies within daily life. As labels compress complexity, the community's sustainable practices feel sidelined. Nehma's inner conflict grows as she wonders who benefits from such simplification.
Where:Oraon village, Jharkhand
- 11
Mother-daughter bond in a changing world
The mother-daughter relationship is tested as they navigate scarcity, migration, and the lure of distant futures. They begin to understand each other's longing and resilience in fresh ways. Their bond becomes a quiet space for reflection on identity, dignity, and belonging.
Where:Oraon village, Jharkhand
- 12
Intelligence as a teacher and a vow to honour local knowledge
Nehma reflects on the idea that intelligence—whether human or artificial—carries the imprint of its teachers. She recognizes the uncredited contributions of her community and vows to honour them in future work. The film closes with a call to reframe AI ethics around everyday labor and local knowledge.
Where:Oraon village, Jharkhand
Who Are the Main Characters in Humans in the Loop?
3 characters, among them Nehma (Sonal Madhushankar), Dhaanu (Ridhima Singh) and Guntu: who each one is and the part they play in the story. 2 of them link to the actor’s page.
- N(
Nehma (Sonal Madhushankar)
Played by Sonal Madhushankar
Nehma is an Adivasi Oraon woman who returns to her native Jharkhand village with her children after the breakdown of her 'dhuku' marriage. She works at a local data-labelling center to support her family and becomes aware of the mismatch between AI's rigid categories and the ecological wisdom of her community. She embodies resilience, critical thinking about technology, and the emotional labor of caregiving. Her perspective anchors the film's critique of how unseen teachers shape intelligence.
- 🪶 Indigenous
- 👩 Woman
- 🧰 Worker
- ♀️ Mother
- D(
Dhaanu (Ridhima Singh)
Played by Ridhima Singh
Dhaanu struggles to adjust to village life after leaving the city. She longs for urban life and attempts to escape the confinement of the village. Her experiences reveal generational tension, longing, and the costs of migration. Her perspective highlights the gap between the world she remembers and the one she must navigate in the present.
- 🧒 Child
- 🏙️ Urban aspiration
- 🌾 Rural life
- G
Guntu
Guntu is the infant son of Nehma, a symbol of vulnerability and care within the family as they adapt to a new life. His needs anchor the mother's decisions and highlight the dynamics of dependency, protection, and affection in a changing world.
- 🍼 Infant
- 👶 Dependency
Where and When Is Humans in the Loop Set?
Humans in the Loop is set in Jharkhand and Ranchi (Present-day). Here is why the time and place matter to the story.
When
Present-day
Set in the present day, the story traces the impact of global AI labor on a small village and its people. It places rural India within the networks of international tech companies and data-labelling centers. The timeframe emphasizes how contemporary technologies intrude into intimate family and community life.
Where
Jharkhand, Ranchi
The film unfolds in a rural village in Jharkhand, contrasting with Ranchi, the nearby city where Nehma once lived. It centers on an Oraon community that relies on land and tradition while navigating new digital labor. The setting highlights the social fabric of caste, gender, and geography that shapes the characters' choices.
- 🏞️ Rural village
- 🧬 Indigenous culture
- 🗺️ Jharkhand setting
What Are the Themes of Humans in the Loop?
3 ideas the story keeps returning to, among them AI Ethics, Ecology and Labor and Mother-Daughter.
-
01
AI Ethics
The film ties machine intelligence to social ethics, showing how data labeling and algorithmic categories reflect human biases. It questions whether AI can be neutral when built on uncredited or marginalized knowledge. The ethics of AI are inseparable from caste, gender, and geography in this story.
-
02
Ecology and Labor
The narrative contrasts ecological wisdom of Indigenous communities with the rigid demands of AI categorization. It centers the labor of Indigenous women, revealing how ecological knowledge is undervalued when translated into data labels. The film argues that sustainable technology must respect land, community expertise, and consent.
-
03
Mother-Daughter
A mother-daughter relationship under pressure from migration and modernization drives the emotional core of the film. Nehma navigates caregiving and resilience while training her daughter Dhaanu to understand a changing world. Dhaanu's longing for urban life amplifies generational tensions and questions of belonging.
What Kind of Film Is Humans in the Loop?
Melancholic in tone, with slow pacing and a moderate story, going by the plot summary.
- Tone
- Melancholic
- Pacing
- Slow
- Story
- Moderate
- Intensity
- Medium
- Ending
- Ambiguous
A quietly melancholic and reflective drama that follows a mother's struggle to preserve her family and culture while confronting the unsettling biases being coded into artificial intelligence through her own labor.
- thoughtful
- melancholic
- urgent
- isolation
- quiet
- observational
- mother-daughter relationship
- artificial intelligence ethics
- indigenous rights
- societal bias
Content notes: systemic prejudice, emotional distress, child separation anxiety.
Quiz
How well do you remember Humans in the Loop? Test yourself on the story.
