Try Claude Haiku, likely better for this use-case
PROMPT ENGINEERING
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Claude Prompt Engineer enhances system prompts with better examples
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Yeah, you can use claude-prompt-engineer to get an even better system prompt than this can provide, and use the examples from this system to round things out!
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Building with Claude 3: Essential techniques you need to try
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If you're building w/ Claude 3, you NEED to try this.
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Opus generates diverse examples from single task descriptions
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You give Opus a description of your task, along with one input/output example. That's it. From there, Opus will generate seven other great, diverse examples that are similar in structure to your example. It'll then use those + the task description to generate a system prompt.
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Automated Prompt Generation and Testing Workflow for Claude
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It'll then put the examples in the right prompt format for Claude, and test the generated prompt against your initial input example, using Haiku. Lastly, it'll save both the system prompt it generated and the Opus-created examples in a Python file, pre-formatted for generation.
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Claude Opus teaches Haiku: 60x cheaper AI quality
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Introducing `claude-opus-to-haiku` ✍️
— Matt Shumer (@mattshumer_) 21 mars 2024
Get the quality of Claude 3 Opus, at a fraction of the cost and latency.
Give one example of your task, and Claude 3 Opus will teach Haiku (60x cheaper!!) how to do the task perfectly.
And it's open-source: https://t.co/nrivU2BWmn pic.twitter.com/0HW6NTZ1HNIntroducing `claude-opus-to-haiku` Get the quality of Claude 3 Opus, at a fraction of the cost and latency. Give one example of your task, and Claude 3 Opus will teach Haiku (60x cheaper!!) how to do the task perfectly. And it's open-source: https://
github.com/mshumer/gpt-pr
ompt-engineer
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Claude Haiku matches Opus quality at 60x lower cost
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This repo was inspired by this tweet that went viral. Claude 3 Haiku is *60x* cheaper than Opus, and 10x faster. I discovered that if you prompt Haiku with a number of great examples, it can match Opus' quality.
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GPT-4 struggles with consistent Google Scholar browsing
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GPT-4 can’t browse Google Scholar consistently
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New Open-Source Prompt Engineering System Released
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New open-source prompt engineering system coming later today 🙂
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Dynamic Few-Shot Prompting: Finding the Similarity Sweet Spot
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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.