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KnitGIST: A Programming Synthesis Toolkit for Generating Functional Machine-Knitting Textures

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KnitGIST is a program-synthesis pipeline that generates machine-knittable KnitSpeak programs from high-level objectives by mapping weighted objectives (curl, shrinkage, stretch, opacity, style, symmetry, imagery) to small tactics (flip/lean stitches, mirror, replace, swap). It scores N-best random textures, computes an expected-improvement (EIS) for tactics, and iteratively modifies candidates; a 1,500-pattern corpus classification reaches 95.6% accuracy (κ=.86). Demo builds a stretchy, curling lampshade with light-transmitting stripes and cabled bands.

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