--- title: Deep Dive into DSPy: Programming, Not Prompting,... description: DSPy is a framework that allows developers to program large language models (LLMs) using modules and signatures. It provides benefits such as modular design,... canonical: https://daily.dev/posts/deep-dive-into-dspy-programming-not-prompting-foundation-models-oc9ddrqnc twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Deep Dive into DSPy: Programming, Not Prompting, Foundation Models | daily.dev og:description: DSPy is a framework that allows developers to program large language models (LLMs) using modules and signatures. It provides benefits such as modular design,... og:url: https://daily.dev/posts/deep-dive-into-dspy-programming-not-prompting-foundation-models-oc9ddrqnc og:image: https://api.daily.dev/og/posts/oc9DDRQNc.png og:image:alt: Deep Dive into DSPy: Programming, Not Prompting, Foundation Models og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Deep Dive into DSPy: Programming, Not Prompting, Foundation Models **[GoPenAI](https://daily.dev/sources/gopenai)** · 3 min read · 1 upvotes · 0 comments ## Summary DSPy is a framework that allows developers to program large language models (LLMs) using modules and signatures. It provides benefits such as modular design, improved debugging, and explainability. DSPy has real-world applications in building chatbots, enhancing question answering systems, and automating content creation. The future of DSPy includes integration with existing NLP tools, support for more LLM architectures, and advanced optimization techniques. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#ai](https://daily.dev/tags/ai), [#nlp](https://daily.dev/tags/nlp) [View this post on daily.dev](https://daily.dev/posts/deep-dive-into-dspy-programming-not-prompting-foundation-models-oc9ddrqnc) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Deep Dive into DSPy: Programming, Not Prompting, Foundation Models","url":"https://daily.dev/posts/deep-dive-into-dspy-programming-not-prompting-foundation-models-oc9ddrqnc","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/deep-dive-into-dspy-programming-not-prompting-foundation-models-oc9ddrqnc"},"datePublished":"2024-05-15T11:21:55.412Z","dateModified":"2024-05-15T11:21:54.834Z","description":"DSPy is a framework that allows developers to program large language models (LLMs) using modules and signatures. It provides benefits such as modular design,...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/83e9fc123fb44bb4e13b4d6a3d063cef?_a=AQAEuiZ","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/83e9fc123fb44bb4e13b4d6a3d063cef?_a=AQAEuiZ","isAccessibleForFree":true,"articleSection":"GoPenAI","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"GoPenAI","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/f34dfd0c312c4a59b897eb64ad28d895","url":"https://daily.dev/sources/gopenai"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/deep-dive-into-dspy-programming-not-prompting-foundation-models-oc9ddrqnc","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai,nlp","timeRequired":"PT3M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"GoPenAI","item":"https://daily.dev/sources/gopenai"},{"@type":"ListItem","position":3,"name":"Deep Dive into DSPy: Programming, Not Prompting, Foundation Models"}]} ```