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Bullshit
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Frankfurt's distinction still holds: the liar knows the truth and turns away from it. The bullshitter never faced it. That makes him the greater enemy — the liar honours truth's authority, the bullshitter dissolves it.
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But bullshit is manure: the most valuable substance in any garden. Fresh and undiluted it burns roots. The problem was never the substance — it's the dose, the velocity, and whether there's soil to absorb it.
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Untethered language is the machine, not a defect in it. Bees dance about real flowers. We broke that weld. Once you can say what isn't, you can say what might be: hypotheses, contracts, gods, mathematics.
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The scientist and the con man perform the identical cognitive act. The difference comes afterwards — whether the utterance gets dragged back and made to face reality.
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"Hallucination" is a category error. An LLM has no perceptual relationship with the world. It's Frankfurt's bullshitter by specification: truth isn't a variable in the loss function.
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We've built the Haber-Bosch process for bullshit. Synthetic nitrogen fed four billion people and created dead zones the size of countries. The runoff always goes somewhere.
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Three structural tests, none about content: What does this cost the speaker? Could it be wrong? What changes if it's false?
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The garden needs more soil, not less manure.
Original published: September 23, 2026