Well done. We are building something similar [1] and found that generating UIs (mostly charts) on the fly works surprisingly well in most cases, but can be a bit frustrating if you know exactly what you want and just can't prompt it (as a user) to do that because of some edge case.
While this is a cool demo that shows what LLMs can do I am a bit surprised how polished and advanced it looks (even PDF upload) for a quick start. Anyway I love that it's open source so we can learn from it.
(didn't look at the code yet but) Would a challenge of building an app like this that heavily depends on a LLM be getting a deterministic response back? I guess you could code for it to check if it gave you a certain format of data or if it was what you expected, but if I upload something that Claude doesn't understand and it gives back something that breaks the data analysis then that seems it would be tricky to handle that case.
Well done. We are building something similar [1] and found that generating UIs (mostly charts) on the fly works surprisingly well in most cases, but can be a bit frustrating if you know exactly what you want and just can't prompt it (as a user) to do that because of some edge case.
While this is a cool demo that shows what LLMs can do I am a bit surprised how polished and advanced it looks (even PDF upload) for a quick start. Anyway I love that it's open source so we can learn from it.
[1] https://getdot.ai
Here is a link to the prompt.
https://github.com/anthropics/anthropic-quickstarts/blob/9d5...
On a second glance I'd say that the visualizations are pretty limited but good enough for a demo.
(didn't look at the code yet but) Would a challenge of building an app like this that heavily depends on a LLM be getting a deterministic response back? I guess you could code for it to check if it gave you a certain format of data or if it was what you expected, but if I upload something that Claude doesn't understand and it gives back something that breaks the data analysis then that seems it would be tricky to handle that case.
Please correct me if I am wrong. Thanks!
Anthropic and OpenAI let you define a JSON schema to adhere to for tool calling.
Here's the part you're looking for: https://github.com/anthropics/anthropic-quickstarts/blob/mai...
Looks very interesting.
I am more familiar with React - am looking for a React example that achieves similar UI, any working examples I can take inspiration from?
This is React.