The Algorithmic Gaze: Why a 1972 BBC Series Is a Survival Guide for the AI Era
John Berger's 1972 Ways of Seeing argued that looking is never neutral. Fifty years on, as AI drives the cost of production toward zero, his framework is the sharpest lens we have for the one thing machines can't do for us — judge.
In 1972, the art critic John Berger aired a four-part BBC series called Ways of Seeing. It set out to take apart traditional art history. His argument was that the way we look at images is never neutral — it's shaped by the context we bring, the assumptions we don't notice, and by who held the power to make the image in the first place.
Fifty years on, we're living through a shift Berger couldn't have seen coming. We've moved from the camera, which reproduced reality, to agentic AI, which manufactures realities that never happened. And yet his framework is more useful now than it was then. As the cost of generating media, code, and text falls toward zero, the human edge stops being production and becomes judgment. That's why Ways of Seeing is still the right lens for this moment.
1. The Algorithmic Gaze
Berger's sharpest move was to expose the gaze itself — the way European oil painting was built around a privileged "ideal spectator," with women in particular painted as objects to be looked at. "Men act and women appear," he wrote. "Men look at women. Women watch themselves being looked at." He gave us the concept; three years later, Laura Mulvey named its sharpest form the "male gaze" in her 1975 essay on cinema. The point under both is the same: what a picture shows reflects the values of whoever paid for it.
We're now dealing with an algorithmic gaze. Foundation models are trained on enormous datasets scraped from the internet, so when an AI generates an image, it isn't inventing anything — it's reflecting centuries of human bias, and the ways of seeing we've been conditioned into, straight back at us.
Better judgment starts with admitting that an AI output is never objective. It's a product of its training data. Berger's questions still do the work: whose worldview is this model prioritizing, and what assumptions are baked into it?
2. From craftsmanship to curation
Berger — building on Walter Benjamin — described how the camera stripped the original artwork of its "aura," its authority, by making the image endlessly reproducible. Generative AI does the same thing to technical execution. Once a machine can write a working script or render a photorealistic interface in seconds, execution stops being what sets you apart.
The craft moves to curation: choosing and arranging what the machine produces. Models are very good at generating the statistical average of human output, which tends to come out clean and a little lifeless. The judgment is in sifting a dozen versions, throwing out the average one, and keeping the one that actually lands. You're not holding the brush anymore — you're deciding which painting was worth making.
3. A new framework for judgment
As the line between the real and the synthetic dissolves, the old question — "Is this authentic?" — stops being much use. Ways of Seeing points us at the system behind the image instead:
- Look past the artifact. Don't judge the polish of the image, the app, or the essay. Ask what prompts, constraints, and data set its boundaries.
- Interrogate the intent. Was this made to inform you, to automate something, or to sell you a feeling? That last one is what I'd call the automation of envy: Berger's point that advertising sells not the product but "the happiness of being envied," now running at machine scale.
- Own the orchestration. Your role is the orchestrator's, and the judgment lives in what a multi-agent system can't see — the ethical edge case, the cultural read, the strategy no evaluation covers.
That last point is the whole argument of the Two-Speed Engine: when machines make production cheap, what's left for us is judgment — saying what "good" means, and telling plausible-and-right from plausible-and-wrong.
"The relation between what we see and what we know is never settled." — John Berger
Berger's lesson in 1972 was that seeing is an active, critical act. In a world flooded with synthetic images, sitting back and consuming them is a liability. A modern way of seeing means we stop trying to out-produce the machines and start leading them with the one thing they don't have: judgment.
John Berger's Ways of Seeing is available as a book from Penguin, and via its companion site.