Humans in the Loop - Film Review: Exploring AI Bias through Indigenous Perspectives

 Introduction

In an era where artificial intelligence increasingly shapes our world, the film "Humans in the Loop" emerges as a powerful meditation on the hidden human labor behind AI systems. Directed by Aranya Sahay, this 2024 independent Indian drama explores the complex intersection of Adivasi culture, technology, and the invisible work of data labeling that trains AI systems. The film not only tells the story of Nehma, an indigenous mother, but also raises crucial questions about bias, representation, and the value of traditional knowledge in the digital age.

Film Overview

"Humans in the Loop" is a 2024 independent Indian drama that explores the intersection of Adivasi culture and artificial intelligence. The plot follows Nehma, an indigenous mother who works as a data labeller in Jharkhand, where she discovers how machine learning often ignores or misrepresents her community's traditional knowledge. 

The film is distinguished by its visual poetry and sharp social commentary on the gendered biases embedded within modern technology. Despite its modest box office performance, the film has gained significant momentum through a micro-community rollout and received executive producer support from Kiran Rao. It has achieved international recognition by winning several Best Film awards and securing the prestigious Sloan Distribution Grant.

Thematic Exploration

The film brilliantly uses Nehma's story to reveal the invisible human labour embedded in AI systems. It portrays AI not as a neutral technological force, but as a system shaped by the biases, assumptions, and cultural perspectives of those who train and develop it. This is a poignant reminder that behind every algorithm lies human judgment and labor, often performed by workers from marginalized communities.

The narrative also highlights how indigenous worldviews challenge the cultural biases of modern technology. The film argues that true expertise comes from lived experience and that the wisdom of indigenous communities should be recognized and valued in the development of AI systems.

Key Visual and Narrative Elements

The film employs visual poetry as a means to communicate the complex relationship between human identity and technology. Through striking cinematography, Sahay captures the landscape of Jharkhand while interweaving the protagonist's internal world. The director effectively uses metaphor and visual symbolism to illustrate concepts that could otherwise be abstract, making the philosophical questions about AI bias accessible and emotionally resonant.

Distribution and Global Reach

What makes "Humans in the Loop" particularly significant is its distribution strategy. Despite being an independent Indian film, it has achieved remarkable global reach through: film festival circuits, the Sloan Distribution Grant which positioned it as eligible for Academy Awards consideration, and ultimately, a global release on Netflix. This trajectory demonstrates how niche, socially conscious cinema can find global audiences when backed by strategic support and critical acclaim.

Critical Reception

Critics have consistently lauded the film for its visual stunning execution combined with thematic importance. The film has been recognized for its emotional resonance and social commentary, winning awards at international film festivals. The recognition from institutions like the Sloan Foundation underscores the film's value as both an artistic work and an important cultural document exploring critical contemporary issues.

Conclusion

"Humans in the Loop" is more than a film about AI training data. It is a meditation on labor, dignity, cultural representation, and the voices that shape technology. By centering an Adivasi woman's experience, Aranya Sahay creates a space for conversations about whose perspectives matter in the development of artificial intelligence. The film stands as a powerful reminder that technology is never neutral—it reflects the values, biases, and wisdom of those who create it.

For educators, technologists, and anyone concerned with ethical AI development, this film offers invaluable insights into the human side of machine learning and the importance of including diverse voices in technological progress.

Related Videos

Watch these videos to deepen your understanding of the themes in 'Humans in the Loop':