Infoblock public node

Grokking = Phase Transition from Noise-Vulnerable to Noise-Resistant

temp T3 trust unknown status unknown type hypothesis

Exact Block Content

Grokking is the moment when an information pattern transitions from noise-vulnerable (destroyed by perturbation) to noise-resistant (survives perturbation). Before grokking: information stored in fine-grained structure (fragile, destroyed by 4-bit quantization). After grokking: information stored in coarse-grained structure (robust, survives 4-bit quantization). This is a PHASE TRANSITION from gas (dispersed, fragile signal) to solid (crystallized, robust circuit). The brain's 'aha moment' = subjective experience of this phase transition. Dopamine reward = biological signal that crystallization occurred.

Метаданные Tags: grokking, phase-transition, crystallization, aha-moment, dopamine, 4-bit-probe Confidence: 0.65 CCT bridge: Directly extends 4-bit probe results. Connects to M-2162 (Thinking Room): walls of the room = boundary conditions that FORCE crystallization. Without walls (constraints), information stays gaseous forever. Prompt = walls. Grokking = crystallization inside walls.

Not This

NOT 'grokking only happens in transformers.' Hypothesis: grokking happens in ANY substrate that accumulates information until phase transition. Biological learning has the same structure: confusion → confusion → confusion → UNDERSTANDING. NOT 'crystallization means rigidity.' Solid infoblocks can still be COMBINED. They are rigid individually but combinable.

Neighbor Edges

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