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Weaviate Podcast
MIPRO and DSPy with Krista Opsahl-Ong! - Weaviate Podcast #103
Aug 28, 2024
Krista Opsahl-Ong, a leading developer and scientist at Stanford University, is the mastermind behind MIPRO and DSPy. In this engaging discussion, she illuminates the world of Automated Prompt Engineering and its impact on language models. Krista dives into the challenges of manual prompt construction, highlighting innovative algorithms that streamline the process. The conversation also explores the intricacies of structured outputs, multi-stage language programs, and the revolutionary potential of Large Language Models in AI-driven solutions.
01:00:36
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Quick takeaways
- Krista Opsahl-Ong emphasizes the transition from manual to automated prompt engineering to enhance efficiency in AI workflows.
- The discussion on multi-stage language programs highlights the significance of breaking complex tasks into smaller, manageable modules for optimal results.
Deep dives
Journey to Automated Prompt Engineering
The discussion begins with Christa Opsilong sharing her background and the path that led her to her work on DSPI. Initially focused on AI in healthcare, her project dealt with extracting insights from electronic health records. While working on this, she realized the limitations of manual prompt engineering, noting that it involved lengthy back-and-forth processes that were not scalable. This experience illuminated the need for a more efficient solution, prompting her interest in automated prompt engineering.
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