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AI Slop Advances Knowledge and Aesthetics Despite Goodhart's Law

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In the world where the slop actually works, produces aesthetic experiences, or advances knowledge things get weird. Goodhart is still active: you don't get deliberate aim at the good, so no-reliability or economic fit. Yet a lot will be reality-shaped.

1:26 AM · May 16, 2026 View on X

In the world where the slop actually works, produces aesthetic experiences, or advances knowledge things get weird. Goodhart is still active: you don't get deliberate aim at the good, so no-reliability or economic fit. Yet a lot will be reality-shaped.

Anders SandbergAnders Sandberg@anderssandberg

The weird thing happens when the fakery and real becomes comparably cheap. I recent asked for a parody, and as a side effect I got a theorem I might actually use.

8:26 AM · May 16, 2026 · 67 Views
8:26 AM · May 16, 2026 · 59 Views

One possibility is of course "dead reality theory": everything becomes a Baudrillardian simulacrum of everything else, and physical and epistemic reality suffers mode collapse until only the firmly reality-constrained parts remain functional. (Or not even that: a Spamocalypse.)

Anders SandbergAnders Sandberg@anderssandberg

In the world where the slop actually works, produces aesthetic experiences, or advances knowledge things get weird. Goodhart is still active: you don't get deliberate aim at the good, so no-reliability or economic fit. Yet a lot will be reality-shaped.

8:26 AM · May 16, 2026 · 59 Views
8:26 AM · May 16, 2026 · 60 Views

Another possibility is "the weirdening". Generated artefacts mirror each other, reality, human and AI internal states, and more and more emerges that isn't generated through traditional human-intentional processes or have aims in any sense. The world as Moltbook.

Anders SandbergAnders Sandberg@anderssandberg

One possibility is of course "dead reality theory": everything becomes a Baudrillardian simulacrum of everything else, and physical and epistemic reality suffers mode collapse until only the firmly reality-constrained parts remain functional. (Or not even that: a Spamocalypse.)

8:26 AM · May 16, 2026 · 60 Views
8:26 AM · May 16, 2026 · 476 Views

The boring (?) possibility is utopia: the spammers, cheaters and dropshippers become ensnared in a system where path of least resistance is to fill world with stuff people actually want and need. We should look at mechanism design to gently hook our systems in this direction.

Anders SandbergAnders Sandberg@anderssandberg

Another possibility is "the weirdening". Generated artefacts mirror each other, reality, human and AI internal states, and more and more emerges that isn't generated through traditional human-intentional processes or have aims in any sense. The world as Moltbook.

8:26 AM · May 16, 2026 · 476 Views
8:26 AM · May 16, 2026 · 406 Views
AI Slop Advances Knowledge and Aesthetics Despite Goodhart's Law · Digg