DSPy

With DSPy — you can build your system using predefined modules, replacing intricate prompting techniques with straightforward, effective solutions. (Khattab et al., 2023)

Whether you’re working with powerhouse models like GPT-3.5 or GPT-4, or local models such as T5-base or Llama2-13b, DSPy seamlessly integrates and enhances their performance in your system.

Khattab tweet on Meijer leaving Meta

[via](https://twitter.com/lateinteraction/status/1772758620511310112) See also: [Virtual Machinations: Leveraging the Linguistic Bytecode of Large Language Models to Emulate Programming Language VMs](https://myconf.io/news/myconf-2024/speaker-announcement-erik-meijer/)

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Cheatsheet

A gentle intro to DSPY, 25 min video.

Autoblocks Blog - Collaboratively Test & Evaluate your DSPy App

DSPy on Databricks | Databricks

Khattab, O., Singhvi, A., Maheshwari, P., Zhang, Z., Santhanam, K., Vardhamanan, S., Haq, S., Sharma, A., Joshi, T. T., Moazam, H., Miller, H., Zaharia, M., & Potts, C. (2023). DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines.