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Records of the !mmortal Data Scientist · Jul 4, 2026

Edit One Operator, Edit Every Depth

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One post taught and forgot classes by editing rows of a Yat network, with proofs that nothing else moved. Another melted the stack of layers into a single operator iterated to a fixed point. This is the collision. Every one of those editing proofs rested on a pasted row entering the score once, as one term in one sum, and in an equilibrium network there is no once: whatever you paste is applied at…

One post taught and forgot classes by editing rows of a Yat network, with proofs that nothing else moved. Another melted the stack of layers into a single operator iterated to a fixed point. This is the collision. Every one of those editing proofs rested on a pasted row entering the score once, as one term in one sum, and in an equilibrium network there is no once: whatever you paste is applied at every depth and fed back into its own input, and every fixed point is free to drift. So did melting the stack melt the editability? This post pastes, deletes, and measures: every guarantee that survives is either proved inside the recursion or measured against the real run, fixed point by fixed point.

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