[DSPy](https://github.com/stanfordnlp/dspy) - A library for compiling declarative language model calls into self-improving pipelines.

• Papers

  • DSPy Assertions:Computational Constraints for Self-Refining Language Model Pipelines
  • DSPy Assertions:Computational Constraints for Self-Refining Language Model Pipelines

• Projects

  • XMC - Infer Retrieve Rank multi-label classification tasks with an extreme amount of classes (≥10,000 classes)
  • dspy-arxiv - Explore the use of DSPy for extracting features from PDFs
  • DSPyGen - A Ruby on Rails style framework for the DSPy (Demonstrate, Search, Predict) project for Language Models like GPT, BERT, and LLama.
  • dspy-inspector - DSPy program/pipeline inspector widget for Jupyter/VSCode Notebooks.
  • STORM - An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations. [Paper](https://arxiv.org/abs/2402.14207)
  • DSPy with FASTAPI - a straightforward example of building a FastAPI backend with DSPy capabilities.
  • DSPy OpenTOM - Exploration using DSPy to optimize modules to maximize performance on the OpenToM dataset.
  • Self Discover Colab - Self Discover demo using Colab.
  • dspy-gradio-rag - RAG example using DSPy, Gradio, FastAPI
  • Hurricane - Writing Blog Posts with Generative Feedback Loops!
  • DSPy Red Team - Red teaming / Finding a Prompt attack for an LLM using DSPy. [Article](https://blog.haizelabs.com/posts/dspy/)
  • DSPy Indic - DSPy program for tasks in Indian Languages.
  • DSPy with LLamaIndex
  • DSPy with Arize-Phoenix
  • OpenInference DSPy Instrumentation
  • Opentelemetry tracing for DSPy with Langtrace
  • Chemistry Augmented Generationn
  • Synthesizer - Synthetic data generation colab.

• Blogs / Articles

  • Hurricane: Writing Blog Posts with Generative Feedback Loops
  • DSPy - Not your average prompt engineering
  • Red-Teaming Language Models with DSPy
  • DSPy on Databricks
  • Decision making ai agent with DSPY
  • DSPy Assertions: Discussing Computational Constraints for Self-Refining Language Model Pipelines
  • Why I bet on DSPy
  • Monitoring & Tracing DSPy with Langtrace
  • DSPy in Production
  • Supercharge Your LLM Apps using DSPy and Langfuse
  • Prompt engineering is a task best left to AI models
  • What makes DSPy a valuable framework for developing complex language model pipelines?
  • DSPy: A new framework to program your foundation models just by prompting
  • Intro to DSPy: Goodbye Prompting, Hello Programming
  • DSPyGen: Revolutionizing AI
  • Building an AI Assistant with DSPy

• Twitter Threads

  • Collection of compilers in DSPy
  • Improve Agent accuracy with DSPy

• Videos

  • Automating Prompt Engineering with DSPy // Cyrus Nouroozi, Contributor at DSPy - Arize:Observe
  • DSPy: Transforming Language Model Calls into Smart Pipelines // Omar Khattab - MLOps.community
  • Omar Khattab, DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines - FunctionalTV
  • DSPy Explained! - Connor Shorten
  • Programming Foundation Models with DSPy / Multivector Semantic Search with ColBERT // Omar Khattab -- Cohere
  • Getting Started with RAG in DSPy! - Connor Shorten
  • Getting started with DSPy tutorial - QDrant
  • NEW DSPyG: DSPy combined w/ Graph Optimizer in PyG - code_your_own_AI
  • Adding Depth to DSPy Programs - In depth on DSPy optimiser.
  • Self-Discover in DSPy with Chris Dossman - Weaviate Podcast #90!
  • Can You Tell Me About DSPy Optimizers: How Module Signatures & Prompts Are Modified by Optimizers - Best explanation of DSPy Optimizers I have seen.
  • Can You Tell Me About DSPy: How DSPy Automates Prompt Engineering Modularly
  • Introducing 7 Modules Their Application & Prompts in DSPY: Can You Tell Me About DSPy Modules
  • Can You Tell Me How To Connect Multiple Open Source Models With DSPy & Run Inference With Predict
  • DSPy Tutorial Playlist: Goes in depth on Signatures, Modules, Optimizers
  • Structured Outputs with DSPy - Connor Shorten
  • DSPy Assertions: Computational Constraints for Self-Refining LM Pipelines // Arnav Singhvi
  • Building LLM Agents with Tool Use
  • Llama 3 RAG Demo with DSPy Optimization, Ollama, and Weaviate! // Connor Shorten
  • MIPRO and DSPy with Krista Opsahl-Ong! - Weaviate Podcast #103

• Tutorials

  • Weaviate Recipes - DSPy