Hi everyone! I'm Reyna, a PhD student working on systems for machine learning.
I want to share an exciting open-source project my team has built: Cognify. Cognify is a multi-faceted optimization tool that automatically enhances generation quality and reduces execution costs for generative AI workflows written in LangChain, DSPy, and Python. Cognify helps you evaluate and refine your workflows at any stage of development. Use it to test and enhance workflows you’ve finished building or to analyze your current workflow’s potential.
Key highlights:
- Workflow generation quality improvement by up to 48%
- Workflow execution cost reduction by up to 9x
- Multiple optimized workflow versions with quality-cost combinations for you to choose
- Automatic model selection, prompt enhancing, and workflow structure optimization
Hi everyone! I'm Reyna, a PhD student working on systems for machine learning.
I want to share an exciting open-source project my team has built: Cognify. Cognify is a multi-faceted optimization tool that automatically enhances generation quality and reduces execution costs for generative AI workflows written in LangChain, DSPy, and Python. Cognify helps you evaluate and refine your workflows at any stage of development. Use it to test and enhance workflows you’ve finished building or to analyze your current workflow’s potential.
Key highlights: - Workflow generation quality improvement by up to 48% - Workflow execution cost reduction by up to 9x - Multiple optimized workflow versions with quality-cost combinations for you to choose - Automatic model selection, prompt enhancing, and workflow structure optimization
Get Cognify at https://github.com/GenseeAI/cognify and read more at https://mlsys.wuklab.io/posts/cognify/. Would love to hear your feedback and get your contributions!