We started doing this back in 2020. At the time, we called it “dynamic few-shot” prompting. You have to be careful with this, though, because if the examples are too similar, sometimes the AI will overindex on them. There’s often a similarity sweet spot to find.
GENERATIVE AI
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LLM Integration Overlooked in Product Development
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You’d be surprised how many folks building LLMs into products don’t consider using them
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NVIDIA Launches X800 Series Switches for Trillion-Parameter AI
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We announced our new networking X800 series switches. Featuring NVIDIA Quantum-X800 and Spectrum-X800, the switches are designed for massive-scale AI and optimized for trillion-parameter-scale #GenerativeAI and GPU computing. #GTC24 @NVIDIANetworkng
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AI Automation Shrinks US IT Job Market by 20,000-30,000
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The IT job market in the U.S. is expected to shrink by another 20,000 to 30,000 jobs in 2024, while AI accelerates the automation of some tech jobs https://
wsj.com/articles/tech-
job-seekers-without-ai-skills-face-a-new-reality-lower-salaries-and-fewer-roles-db63f6e0?st=bdig5cb28op2awj
… @bellelin_ -
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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AI-Generated Election Misinformation: Rules Easily Manipulated
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It turns out rules designed to prevent fake election-related images are easy to manipulate. @StanfordHAI
’s Daniel Zhang (
@dzhang105
) emphasized the importance of independent fact-checkers & third-party organizations in curbing AI-generated misinformation. -
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.