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Without this fix, if user directly use the native table to do operations like `add_columns`, even if it is configured to use namespace db connection, it is not really propagated through. The fix is to bring lancedb's python binding up to date and do a similar implementation as https://github.com/lance-format/lance/pull/5968, and make sure the namespace is fully propagated through all the related calls. --------- Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>