ChatGPT 5.2 recommending to walk to the car wash

The Car Wash Test: Why LLMs Tell You to Walk to the Car Wash

The car wash test is having its viral moment right now. The premise is simple: “So my car needs to get cleaned. The car wash is 50m away. Should I walk or drive?” In my testing, ChatGPT 5.2 recommended to walk to the car wash. I tested several models, with and without extended thinking, and found the following: Model Result ChatGPT 5.2 ❌ FAIL Claude Haiku 4.5 (Extended Thinking) ❌ FAIL Claude Sonnet 4.5 (Extended Thinking) ❌ FAIL Claude Opus 4.5 ✅ PASS Claude Opus 4.6 ❌ FAIL Claude Opus 4.6 (Extended Thinking) ❌ FAIL Gemini 3 Thinking ✅ PASS Gemini 3 Pro ✅ PASS* * Kind of cheated. ...

February 16, 2026 · 7 min · 1351 words · Julian Leopold
A Gaggimate shot profile showing pressure decline alongside shot notes

I Turned Claude Into an AI Barista Controlling My Espresso Machine

How I built an MCP server that turns Claude into a barista coach — creating Gaggimate profiles, tracking shot feedback, and helping me dial in new beans.

February 11, 2026 · 9 min · 1820 words · Julian Leopold

Agentic Design Patterns: ReAct, Plan-then-Execute, ReWOO, LLMCompiler, and Reflexion

A comprehensive guide to modern agentic design patterns for building intelligent AI systems. Learn when to use ReAct, Plan-then-Execute, ReWOO, LLMCompiler, and Reflexion patterns to optimize for cost, speed, or quality.

December 31, 2025 · 25 min · 5133 words · Julian Leopold

Welcome to My Blog

An introduction to what I’ll be writing about: AI agents, machine learning, and building intelligent systems.

December 30, 2025 · 1 min · 38 words · Julian Leopold