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- Hexagon styles produce coherent solid cells with contained subdivisions - Sierpinski triangles use equilateral recursive geometry - Noise styles share a 64-block base scale - Zoom scales the complete pattern with its distortion - Octaves preserve the base seed and feature scale - Coordinate dispatch uses the native dimensional sampler - Classic kernels retain seed precision and bounded output - Interpolation preserves fractional coordinates and symmetric curves - Noise caches respect sampling bounds and generation identity - Clover sampling reuses vertices and cached trigonometry - Noise and terrain tests cover corrected sampling behavior