[Feature] Convolution Filter for Linpot

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The issue names a convolution filter for Linpot but mentions no files, tests, entry points, expected behavior, or acceptance criteria. First clarify the filter's purpose and requirements, then identify the relevant Linpot implementation and define tests that establish when the feature is complete.

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