Claude Code Beats Codex CLI 3-0 in Controlled Liar's Dice AI Showdown
A developer pitted two AI coding agents — Anthropic's Claude Code (Opus 5) and OpenAI's Codex CLI (gpt-5.6-sol) — against each other in three best-of-3 series of Liar's Dice, with Claude winning all three series 2–0. The experiment used a custom rules engine connected to both agents via separate MCP servers, designed to prevent cheating through strict information hiding and token-bound seats. Claude's challenge calls succeeded 8 out of 11 times, while Codex's hit only 4 out of 26, highlighting a significant gap in bluff-detection accuracy. The author built in safeguards such as commit-reveal dice hashing, optimistic concurrency controls, and decision-time belief logging to ensure the results were verifiable and tamper-proof. The author emphasizes this is not a general model ranking, but a narrow test of probabilistic reasoning under hidden-information conditions.
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