Documentary Linked AI Origins to Eugenics
The film examines the environmental and labor costs of training large language models.
Updated on Oct. 7, 2026 in Artificial Intelligence
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Director Valerie Veatch’s documentary Ghost in the Machine, which premiered at the Sundance Film Festival in January 2026, explores the history and mechanical foundations of AI. The film argues that these systems inherit biases from training data and rely on exploitative labor practices.
Why it matters
The documentary connects the development of large language models to historical eugenics while highlighting the significant water and power consumption required by AI infrastructure. It brings attention to the emerging global anti-data center movement.
The documentary examines how large language models function by analyzing the history of model training. It highlights that these systems depend on low-paid labor in African countries and energy-intensive data centers.
The players
Valerie Veatch
Director of Ghost in the Machine, known for exploring the intersection of technology and human rights.
Emily Bender
Researcher and linguistics expert who participated in the panel discussion regarding the societal impacts of AI.
Alex Hanna
Expert and researcher who joined the post-screening panel to discuss the history and ethics of algorithmic development.
The details
Ghost in the Machine analyzes the technical trajectory of artificial intelligence, positing that current models are structurally tethered to human biases present in their source data. The film investigates the logistics of AI infrastructure, specifically the massive electricity and water demands of server farms. It also highlights the labor model used to refine these algorithms, which often relies on workers in African countries.
Timeline
January 2026: Ghost in the Machine premiered at Sundance.
October 6, 2026: The film screened for the For the Love of Docs series.
December 1, 2026: The For the Love of Docs series concludes.
The Tech Race
The film critiques the foundational practices of modern AI development, placing it alongside ongoing investigations into algorithmic transparency and labor ethics. It challenges the industry narrative by grounding AI capability in its historical and environmental origins.
Viewers can attend upcoming virtual screenings as part of the series through the end of 2026. This content provides a framework for understanding the environmental and human costs associated with the AI services currently being integrated into consumer workflows.
The takeaway
The documentary encourages viewers to look beyond the utility of AI models to consider the labor and resource requirements sustaining them. Watch for the conclusion of the For the Love of Docs series on December 1, 2026, to see the final featured projects.
What happens next
The For the Love of Docs virtual screening series will continue to run with weekly events through December 1, 2026.
Further reading
For broader analysis on the field, see the latest coverage in Artificial Intelligence.
More information
To see the screening schedule, visit the RSVP for future documentary screenings.
Source note: This article includes information reported by Deadline.
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