Extremely cool idea! Are you planning to share the source or prompts at all?
Do you know what are the scaling limits of this kind of graph?
EDIT: In the past people used to pore over each line of series like asoiaf to hand compile their own wiki of this kind of data and GRRM was known to consult them to ensure consistency in his universe. So you never know, a tool like this may finally help him get over the finishing line for resolving his nebulous knot of plot lines! (tongue in cheek...)
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Thanks! On the source: I honestly never planned this as an open-source project — the prompts plus the programmatic validation between stages are most of the product. But I'm planning a technical post soon that goes deeper into the architectural details I've been converging on over the past six months.
On scaling: context almost completely stops growing after chapter ~70 in the case of the Oz series. By my estimates it's chapter ~90 at the latest depending on the story — for practically any story, context growth flattens out around there. The theoretical limit of the system should be somewhere around 80 million words.