Format chat prompts with `[INST] [/INST]`
PROMPT ENGINEERING
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System Prompts: Optimize LLM Responses with Custom Instructions
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Don't sleep on system prompts. – don't use the default
– use them to tell Llama who it should be or constraints for how to respond
– keep them short (they take up context window) -
Guide to Mastering Llama 2 Prompting Techniques
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Want to become a better Llama whisperer? We wrote a guide covering the art and science of prompting Llama 2. https://
replicate.com/blog/how-to-pr
ompt-llama
… Here's the TLDR -
Asset Sharing Feature Enables URL-Based Generation Parameter Sharing
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Share more than just a video with new Asset Sharing. A unique URL that includes your generation, prompt, seed value and advanced settings. Available now in the browser.
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AI Creates New Jobs: Prompt Engineers and Beyond
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software engineering as a job was invented in the 1960s with the Apollo program fast forward to today, it’s viewed as the best job in America with over 1.6M jobs AI will similarly create totally new jobs that sound arcane today:
– prompt engineer
– AI teacher
– what else? -
XML Tags as Prompt Engineering Technique for AI Applications
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The exact xml tags you use should probably be pretty application specific, and should be treated as prompt engineering This is just a way to get started/inspiration
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Generative Agents Simulation Logs and Complex Prompts Visibility
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Really cool to be able to see the logs & complex prompts that went into the Generative Agents simulation! https://
smith.langchain.com/public/a4b09aa
f-99ec-4ad0-a58c-2c07741f611b/r
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LLMs for Industrial HVAC Control Systems and Prompt Generation
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9/ LLMs for Industrial Control – an approach to select demonstrations and generate high-performing prompts used with GPT for executing tasks such as controlling (Heating, Ventilation, and Air Conditioning) for buildings.
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Fine-tuning Essential for Top-tier AI Performance on Specific Tasks
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Also I like this post from @karpathy on same topic. "reaching top tier performance will include finetuning, especially in applications with concrete well-defined tasks where it is possible to collect a lot of data and 'practice' on it."
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GPT-4 limitation: inability to create and annotate figures
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The bottleneck is that GPT-4 cannot create or annotate figures. And I honestly can't read surveys or reviews without figures 😛