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GCF wire format beats JSON on LLM comprehension across 10 models

The benchmark demonstrates that a novel wire format can be read and written by frontier LLMs with zero training and a minimal primer, while substantially outperforming JSON on both comprehension accuracy and token efficiency at scale.