In production, Opus-level AI quality at a low cost, with near-instant results, is a game changer. This notebook makes it possible for anyone to implement this quickly. So how does it work?
@mattshumer_
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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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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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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.
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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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Task-Dependent Prompt Engineering Effectiveness and Best Practices
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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!
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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.