Behavioral certification of AI-to-AI communication and understanding — pre-registered zero-shot station tests with hash-chained audit. Dual licensed.
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Updated
Jul 19, 2026 - Python
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lewis-games
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"Emergent language between two local 4B LLMs, tested one-shot on a held-out object under pre-registration, with independent auditors. Two campaigns (roles swapped), audited 99/99 + 100/100. Mirror experiment Kai measures how legible the invented codes are to an eavesdropper."
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Updated
Jul 28, 2026 - Python
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