I built Encode Bench, an open benchmark that asks a model to solve a task and return the answer as a Base64 payload. The initial result surprised me: across the eight models with matching data in the current nine-model snapshot, Encode Bench pass rate has a Pearson correlation of 0.91 with the Artif