Implicit references can also trip things up. So, instead of "It revolutionized NLP," say something clearer like, "The 'Attention Is All You Need' paper revolutionized NLP by introducing Transformers."
PROMPT ENGINEERING
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Chain-of-Thought Prompting Improves GPT-4 Model Results
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Similarly, ambiguous wording can cause confusion. Rather than just "It made results better on the model," you could say how it did that, which is often specified in the text, like "The chain-of-thought prompting technique significantly improved GPT-4's results." Give the full
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Clarify Context in AI Model Prompts for Better Results
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First, it's easy to accidentally leave out context and end up confusing the model. For example, instead of vaguely saying, "It improved performance," it's clearer to say, "Optimizing the BERT model improved inference speed from 100ms to 40ms." Remove all references and refer back
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Improving RAG Text Chunks with LLM Context Enhancement
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I just had a quick reminder today about the importance of adding context to your text chunks when building a RAG database… Here are a few things we can do, all easily generated with an LLM, to significantly improve your text chunks (before embedding them)…
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Convert GitHub URLs to UIHub for LLM Code Analysis
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changing github . com to uithub . com gives you the whole code repo and structure so you can pass to an LLM
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Context is key for AI marketing agents personalization
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7. Context, this might be one of the key things, in general, context is so vital for everything we do. AI tools have really highlighted this.
— Linus ✦ Ekenstam (@LinusEkenstam) 12 mars 2025
By adding context, Marko becomes YOUR marketing agent, not mine. pic.twitter.com/pVWZywHHsW7. Context, this might be one of the key things, in general, context is so vital for everything we do. AI tools have really highlighted this. By adding context, Marko becomes YOUR marketing agent, not mine.
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Building with AI chat logs documentation approach
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I haven't been recording while actually building since it's pretty much all just back and forth with a chat window. However, I do have all my chat logs so I could essentially explain what I did if I ever made a video about it.
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Web Search Tool Integration with Structured Outputs JSON Schema
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You can use the web search tool together with Structured Outputs—just set your own JSON schema, and the model will return results directly in JSON!
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AI Workflow: Claude Website to Creative Output
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Now this is sick
— Linus ✦ Ekenstam (@LinusEkenstam) 11 mars 2025
Claude 3.7 –> Website
Screen Recording –> Grab first frame
Magnific Sturctured Ref –> into crayons
Runway Restyle –> Final output
Pure magic, AI was used in all steps,
I just moved files around and instruct. pic.twitter.com/DJtGFZ4EKONow this is sick Claude 3.7 –> Website
Screen Recording –> Grab first frame
Magnific Sturctured Ref –> into crayons Runway Restyle –> Final output Pure magic, AI was used in all steps, I just moved files around and instruct.
