Visual reasoning stops rewriting programs each run: stored executable skills answer applicable inputs directly
VisualCoding trains reusable visual programs into family-level solvers and returns their valid in-scope answer on applicable inputs, beating the strongest evaluated baseline by 4.45 percentage points in mean accuracy across four benchmarks and 69 task families.