Slop

Dan Shipper's definition: slop is visible sameness repeated ad nauseam — the default output when many people use the same model, trained on the same corpus, "without thinking too hard."

What it is (and isn't)

Slop is not any single mistake — "not the use of em dashes or a certain sentence rhythm or purple accents on a landing page." It is the aggregate sameness that results when everyone has access to the same expert-with-the-same-default-tendencies. "An abundance of sameness rapidly becomes a commodity."

This reframes slop as an economic phenomenon rather than an aesthetic one: it is the commoditized default produced by cheap competence, and its existence is precisely what creates demand for human-generated difference.

Antecedent (~1950): Norbert Wiener framed the same thing information-theoretically — a cliché "literally contains less information" than original expression (Clichés Carry Less Information). Slop is that low-information default emitted at industrial scale by models trained to predict the most probable — i.e. most conventional — continuation.

Connections

• AI Commoditizes Expertise — slop is the byproduct of commoditization; "demand for difference" is the human escape from it.
• The Human Sandwich — the human "judge & extend" step is the anti-slop checkpoint.
• AI and Employment — Replacement vs Expansion — slop-avoidance is part of why expert humans stay valuable.
• Clichés Carry Less Information — the information-theoretic foundation: slop = low-information cliché.
• Norbert Wiener — anticipated the cliché-as-low-information point in 1950.

Sources

• The AI Daily Brief — Why Agents Still Need Humans — quoting Dan Shipper — After Automation.
• The Human Use of Human Beings — Wiener (excerpt) — Wiener's information-theoretic antecedent.