Interesting… Some time ago, I was messing around with Graphrag to handle academic papers for issues similar to those you described. However, I ended up writing a streamlit app for my specific needs. Basically, having all the latest papers in a KG allows me to query my text needs, and then I have an agent to assist with translating into code. You still have to do most of the work and understand the paper. But if you are digging through academic papers trying to use the latest advancements, I assume you want to understand it as well.
You might be able to use a .cursorrules (tools) to hook into the KG and run the needed queries, I am not sure. I just started using Cursor tools, but it is easy, and sometimes it works very well - but options are limited.
Otherwise, look into using an open-sourced coding AI ide. Then you can fork it and hack away some hook, perhaps having a @KG to use the indexed KG…
If you want to just use the latest paper to extract and prototype something without having to understand it perhaps just using openai o1 API, use “marker” to convert you papers into markdown write you instructions and see what it can do… At least it would be the place to start and less time-consuming.
Please share if you end up with an interesting solution
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