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This project creates a "compact, machine-optimized format designed for efficient AI parsing rather than human readability" called "Structured Knowledge Format (SKF)".

It's not obvious to me that this is a good idea. LLMs are trained on human-readable text.

The author notes that non-reasoning LLMs struggle with these SKFs. Maybe that's a hint that human readable summaries would perform better? Just a guess.

Or perhaps a vector store?




I think it's really a thing about reasoning model. Non-reasoning model struggles at math too. It's more like a protocol between two math genius, they could communicate with really abstract stuff




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