#33 · Primary category： Prompt Engineering Tools
PromptWizard
Task-Aware Agent-driven Prompt Optimization Framework
Project last updated：10/13/25
GitHub Stars
4.0K
Forks
353
Contributors
8
License
MIT
Why we included this project
Prompt engineering usually stops working the moment you move past one or two carefully tuned demos. PromptWizard, a framework from Microsoft Research, automates the fiddly part with a feedback loop: the LLM writes its own prompts and few-shot examples, critiques them, and refines both until task performance improves. The design choice that stands out is optimizing the instructions and the examples in tandem rather than as separate problems, while also synthesizing task-aware examples and chain-of-thought steps built from positive, negative, and synthetic cases. That gives teams with many tasks a way to keep prompt quality consistent without a dedicated prompt engineer, and researchers comparing optimization methods get a published framework with supporting materials to build on.
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