A self-evolving ontology layer for data agents from RUC Data Lab (946 stars, MIT, Python): domain semantics frozen into a versioned ontology layer served to Claude Code / Codex via MCP tools; a diagnose-attribute-patch-gated-evaluation loop keeps refining it from execution trajectories (DDR-Bench four-backbone average 69.5 to 89.5).
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