initial tile / boundaryHatTurtle
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Growth curve · tiles versus time

Measured on this tile selection: naive DFS, complete geometric-cluster GCTS, then GCTS with a translation-equivariant proposal policy learned from the preceding GCTS trace.
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Verified on Turtle and Hat: complete cluster GCTS reuses translated terminal-frontier failures and visits fewer nodes than identical naive DFS. Run “Complete cluster GCTS” and “Geometry only” unchanged for an in-page deterministic A/B.

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