Been testing a similar prompt with Claude 3. The ability to surface academic debates and structure thinking is what makes it powerful. Not just a summary tool but a thinking partner.
LLMS
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Optimizing LLM Prompts for Strategy and Scale
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Why this prompt works: Role definition: "world-class strategist" Output = 6 services in 1 Templatized for scale Works for SaaS, info products, ecom, B2B It’s a team of experts distilled into one response.
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Marketing Strategy Prompt Template for LLMs
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The Marketing Agency Killer Prompt: Paste this into ChatGPT, Claude, Gemini, or DeepSeek: "You are a world-class marketing strategist, copywriter, and creative director. Your task: develop a complete marketing strategy for: [Insert product/service/startup here] Include: •
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Using LLMs to Automate Marketing Agency Workflows
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AI just made marketing agencies irrelevant. You can now use any LLM like ChatGPT and Gemini or DeepSeek to plan campaigns, write copy, build funnels, and generate ads all in one prompt. Here’s the exact mega prompt I use to make any LLM a world-class marketing agency for free:
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Opus Model Collaborative Coding Capabilities and Workflow
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Thanks for sharing – I enjoyed this video! Nice and simple workflow, and really clear explanation of what's going on. It would be interesting to see if Opus was able to handle adding the collaborative bits too. That's the part that's a bit more non-standard / tricky.
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Groq Offers High-Speed Inference Solutions for AI Users
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Starving for inference? Grab a plate. We got you.
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12B model could memorize entire English Wikipedia given bit density
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English Wikipedia is 29.4B characters, with ~1.5 bits of information per character. So that means, at 3.6 bits per parameter, a 12B model could memorize all english Wikipedia, it seems wild!
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LLMs Are Context Sensitive Not Averaging Mechanisms
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LLMs are not averaging, they are context sensitive. All ideas that are sufficiently represented in the training data can be reproduced equally well, regardless of their relative prevalence.
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AI-Generated Content: Detecting Shallow LLM Writing Patterns
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You're right — that response was definitely largely AI generated. It's the kind of shallow word salad that LLMs are extremely good at, and the structure matches LLM writing precisely. I don't think any human would write something so shallow and formulaic independently.