There are some interesting ideas here. How to do an ORM-style mapping between agent token streams and an evolving relational schema feels like a genuinely important problem.

The LLM-assisted writeup, though, spends too many tokens arguing, “Not X, Y” about the problem space, and not enough describing the Xmemory solution.

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