The Thermodynamic Hierarchy Of Language Models

The Thermodynamic Hierarchy Of Language Models
ai-memes, thermodynamics-memes, language-models-memes, efficiency-memes, chatgpt-memes | ScienceHumor.io

Someone finally found a practical use for thermodynamics diagrams! The meme compares ChatGPT (left) to DeepSeek (right) using engine cycle diagrams. ChatGPT gets the complex Otto cycle with all its labeled strokes and processes, while DeepSeek gets the simplified, cleaner Carnot cycle. Basically saying ChatGPT is overcomplicated while DeepSeek is elegant and efficient. The perfect metaphor for anyone who's ever spent 20 minutes getting ChatGPT to understand a simple prompt. Maximum work output with minimum explanatory heat loss—just like a good Carnot engine.

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