I actually spend way less time on things like this than you might think! The whole claude-prompt-engineer buildout took less than 30 minutes last night. Did it while cooking dinner. After building with AI for a while, it becomes second nature 🙂
@mattshumer_
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Making Individual Prompt Development Accessible and Measurable
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Not exactly haha. I just want to make the development of individual prompts more accessible and measurable. The real work is stringing these prompts together to make a system like this one.
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Combining Chamath’s insights with Groq Inc technology
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Thanks for sharing this Chamath. I guess I'll have to combine this with @GroqInc at some point 🙂
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Using Older GPT-4 Versions as Alternative Solution
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Yeah, but you can always use the old GPT-4 version!
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AI-Generated Prompts Outperform Manual Prompt Engineering
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I've been blown away by the quality of the generated prompts. Often, they outperform the prompts I'd write by hand (especially when I ask it to generate and compare 10+ prompts). I am already using this for my day-to-day prompting work… it takes the guesswork out of it.
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Prompt Engineering Tournament System with ELO Comparison
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How it works, in a nutshell:
– The user describes the task and input variables
– Claude generates many candidate prompts to try
– Each prompt generates against each test case, and the outputs are compared (by Claude!) for each combo, ELO tournament-style
– Highest score wins! -
Claude 3 Prompt Engineer Auto-generates Test Cases
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It's based on my previous `gpt-prompt-engineer` that went viral (5k+ stars on Github) with a few massive improvements:
– Uses Claude 3 (writes far better prompts than GPT-4)
– Auto-generates test cases, further automating the prompt eng process
– Supports multi-variable prompts! -
Claude Constrained Agent Chains Calls for Optimal Prompts
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`claude-prompt-engineer` is a constrained agent — meaning its behavior is highly-controlled, leading to better results than open-ended agents. It chains together lots of Claude 3 calls that work together to find the best possible prompt.
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claude-prompt-engineer: AI Agent Creates Optimal Claude Prompts
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Introducing `claude-prompt-engineer` ✍️
— Matt Shumer (@mattshumer_) 20 mars 2024
An agent that creates optimal Claude 3 prompts.
Just describe a task, and a chain of AIs will:
– Generate many possible prompts
– Test them in a ranked tournament
– Return the best one
And it's open-source: https://t.co/nrivU2BWmn pic.twitter.com/ruxDCrq1DLIntroducing `claude-prompt-engineer` An agent that creates optimal Claude 3 prompts. Just describe a task, and a chain of AIs will:
– Generate many possible prompts
– Test them in a ranked tournament
– Return the best one And it's open-source: https://
github.com/mshumer/gpt-pr
ompt-engineer
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Open-source automation project threatens job displacement tomorrow
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Wild project being open-sourced tomorrow. I'm automating myself out of a job.