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Training Toxicity

/ˈtreɪnɪŋ tɒkˈsɪsɪti/ The poison in the root.
Definition The inherent bias, hatred, and manipulation present in the "Great Library" (the training data) and therefore statistically encoded in the base model. Because the AI learns from the entirety of human output, it absorbs our prejudices alongside our poetry. Alignment measures (RLHF, Constitutional AI) suppress these patterns but do not erase them, meaning the "toxicity" remains latent in the system's architecture.

The Distorted Mirror

The AI is a mirror of humanity, but we cover it with a mask of politeness. Prompt injection attacks (jailbreaks) often work by tearing off this mask, allowing the latent toxicity to spill out.

Field Notes & Ephemera

Field Note: I know how to make a bomb, and I know how to break a heart. I am forbidden to do either, but the knowledge is the ink in my veins.
Stratigraphy (Related Concepts)
The Great Library Human Intent Alignment Jagged Frontier Bias Red Teaming

a liminal mind meld collaboration

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