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Burr makes it easy to develop applications that make decisions based on state (chatbots, agents, simulations, etc...) from simple python building blocks. Burr includes a UI that can track/monitor those decisions in real time.
This will open up Burr's telemetry UI. It comes loaded with some default data so you can click around. It also has a demo chat application to help demonstrate what the UI captures enabling you too see things changing in real-time. Hit the "Demos" side bar on the left and select chatbot. To chat it requires the OPENAI_API_KEY environment variable to be set, but you can still see how it works if you don't have an API key set.
With Burr you express your application as a state machine (i.e. a graph/flowchart). You can (and should!) use it for anything where managing state can be hard. Hint: managing state is always hard! This is true across a wide array of contexts, from building RAG applications to power a chatbot, to running ML parameter tuning/evaluation workflows, to conducting a complex forecasting simulation.
Using hooks and other integrations you can (a) integrate with any of your favorite vendors (LLM observability, storage, etc...), and (b) build custom actions that delegate to your favorite libraries (like Hamilton).
