Depends on the task — sometimes that will work (see claude-prompt-engineer). If not, even if it takes a little work, it's worth it!
LLMS
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Few-Shot Prompts Make Unexpected Comeback in 2026
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Everyone is sleeping on few-shot prompts They're coming back, in a big way
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Claude 3 Opus excels with high-quality prompt engineering examples
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Claude 3 Opus + 10 examples is ridiculously capable. Just make sure the examples are super high-quality. Garbage in, garbage out.
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Claude 3 Models Excel at Handling Multiple Examples
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Newer models like Claude 3 are quite good at handling many examples gracefully
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Multi-shot Prompting Set for Major Resurgence
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Multi-shot prompting is going to come back, in a big way
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Model Preview Assessment: Tuning and Performance Evaluation
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I will say it doesn’t feel as tuned yet as other models, it is very much a preview, so it is hard to judge directly.
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Gemini 1.5 Pro Outperforms Gemini 1.0 Ultra with Massive Context
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Gemini 1.5 Pro is a very good model, by the way. Appears to beat Gemini 1.0 Ultra which was itself GPT-4 class on the stats. Also impressive that Google can more widely release massive context windows. Google seems to be moving quickly.
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Ludwig Tutorial: Fine-tuning Mistral for Customer Support Intent Classification
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New #LLM tutorial from the @ludwig_ai community: Streamlining Customer Support! Check out this blog from Ludwig hackathon winners, Divyansh Mishra, Abhishek Kaushik and Ankit Patil to hear how they fine-tuned #Mistral for intent #classification. https://
pbase.ai/43ArJgg -
MongoDB Integration Advanced RAG and LLM Cost Optimization
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We recently added a deep integration with MongoDB in a few key areas… AND we released some awesome references for getting started! A blog on advanced RAG https://
mongodb.com/developer/prod
ucts/atlas/advanced-rag-langchain-mongodb/
… Cutting LLM costs with a semantic cache https://
youtube.com/watch?v=kAgSPz
lgnDM
… Which one is your favorite? -
ChatGPT expanding cloud storage integration for Custom GPTs
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ChatGPT keeps working on allowing you to use files from Google Drive and One Drive as a knowledge base for your custom GPTs