The Real Difference Between Gemini 3 and ChatGPT 5.1—Context vs. Task

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Full Story w/ Prompt Configurator: https://natesnewsletter.substack.com/p/the-gemini-3-vs-chatgpt-51-prompting?r=1z4sm5&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true
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What’s the real story with prompting ChatGPT 5.1 vs Gemini 3?
The common story is that models matter most — but the reality is more complicated.

In this video, I share the inside scoop on using GPT-5.1 and Gemini 3 for different kinds of AI work:

• Why GPT-5.1 thrives on clean inputs and complex tasks
• How Gemini 3 “eats” messy multimodal context at scale
• What shifts when you align prompts to context vs task entropy
• Where each model wins for operators, builders, and teams

The takeaway: teams that match the model to the entropy of the work — not the hype cycle — get dramatically better results with LLMs.

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