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arize-prompt-optimization

github1.1k installs

Better LLM prompts, grounded in real failures.

What it does

Improves LLM prompts by using production failures and evaluation feedback to produce revised prompts and measure their performance.

When to use it

Use when asked to optimize or debug prompts, improve AI responses, or improve output quality.

How to use it

Give it a prompt-improvement request; it uses Arize performance data to return revised prompt messages and explain the changes.

Uses

Good to know

  • cannot be undone: ax profiles

Latest review

What you need · 4

Requires the ax CLI at version 0.14.0 or higher; troubleshooting provides installation and upgrade instructions.

Requires access to Arize through a configured profile and a valid API key for the relevant space.


Access · 5

This skill

ax profiles

Write

Creates or updates Arize profiles (irreversible)

Arize

Write

Creates Arize prompt experiments