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A continuous relaxation of the no-three-in-line problem: line-centered potential wells with a non-monotonic population-fitness response f(p) = (p - 2)^2 attract points until a line holds two and repel once it holds three. Annealed Gaussian well width, a cosine lattice-snapping potential and TensorFlow.js optimizers (SGD / Adam / L-BFGS) c