Model Hopping
ELI5 — The Vibe Check
Model hopping is when you ask GPT-4 a question, don't like the answer, so you try Claude, don't like that either, try Gemini, then go back to GPT-4 and accept the original answer. It's the AI equivalent of opening every app in your phone to check the weather. You'll get different answers but ultimately pick whichever confirms what you already believed.
Real Talk
Model hopping refers to the practice of switching between different AI models (GPT-4, Claude, Gemini, etc.) when one fails to produce satisfactory results. While sometimes productive — different models have different strengths — it often becomes a form of procrastination where developers seek validation rather than working through the problem.
When You'll Hear This
"I model-hopped for an hour before Claude nailed it." / "Stop model hopping and just debug the code yourself."
Related Terms
AI Pair Programming
AI pair programming is pair programming where your partner is an AI.
Hallucination
When an AI confidently makes something up — like citing a library that doesn't exist or generating code that calls a function that was never written.
LLM (Large Language Model)
An LLM is a humongous AI that read basically the entire internet and learned to predict what words come next, really really well.
Vibe Coding
Vibe coding is writing software by vibes — you describe what you want to an AI, it writes the code, and you just... vibe.