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Most AI models fail simple 'car wash' reasoning test, Opper finds

A new benchmark called the "Car Wash Test" reveals that many leading AI models struggle with basic reasoning. When asked whether to walk or drive 50 meters to a car wash, 42 out of 53 tested models incorrectly suggested walking. Even top-tier models like Claude Sonnet 4.5 and GPT-5.2 failed the test on a single run. Consistency tests showed further degradation, with only five models reliably answering correctly across ten attempts, highlighting a significant gap in practical reasoning capabilities. AI

Summary written by gemini-2.5-flash-lite from 1 source. How we write summaries →

IMPACT Highlights a critical reasoning flaw in current LLMs, suggesting a need for improved logical inference capabilities beyond pattern matching.

RANK_REASON This is a research paper presenting a new benchmark and evaluation of existing AI models. [lever_c_demoted from research: ic=1 ai=1.0]

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  1. HN — AI startup stories TIER_1 · felix089 ·

    “Car Wash” test with 53 models