LLMs prompted in 1860s telegraphese cut billed output tokens by 40-49% with full fidelity

Pytlicek · x · 2026-10-08

A reproducible blog experiment shows that prompting models to answer in "cablese" — the compressed dialect 19th-century telegraph operators invented to dodge $10-per-word fees — cuts billed output tokens by 40-49% across four model families while preserving full information fidelity. The author built the Telegraph Test benchmark to measure both compression and retrieval, and open-sourced the harness, frozen ledgers, and a one-click notebook at github.com/Travis42/telegraph-test.

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