This is a sample companion application to a blog post to showcase how prompt injection vulnerabilties can be tested in multi-chain LLM applications. This application uses the gpt4o from OpenAI, so you’ll need an OpenAI API key to run this on your host.

A Colab Notebook is also available to experiment directly with the LLM chains contained in chains.py.