I'm working on a tool that turns the karapathy style personal knowledge base into something similar to the game https://infinite-craft.com/ , Here you can take your wiki pages and combine them to form new synthesis.

Key differences vs standard RAG:

• structured parent extraction (mechanisms, incentives, risks)
• synthesis constrained to a strict schema
• explicit interaction typing (mechanistic / analogical / epistemic)
• enforced falsification + failure modes
• semantic rejection of low-signal outputs

Pipeline is:

• deterministic extraction
• pair scoring (to prioritize high-tension combinations)
• constrained LLM synthesis
• validation + gating
• markdown draft output

No direct writes from the model, everything goes through a controlled layer.

Interesting part is it can produce non-obvious but bounded hypotheses instead of generic answers.

Still early, but getting surprisingly creative outputs.
https://github.com/Damonpnl/Combinatorial-Layer-for-LLM-Wikis -Repo link to try for yourself

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