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StageResource.EnumerateAIParams names the table, and every name resolves. 29 StageResource records; 28 carry EnumerateAIParams (the one without it is the _Test template); 23 distinct table names declared; 23/23 hash to an AIParams object key under the prefix "stage\"; 0 objects left unnamed; 0 declared names with no object. AIParams_S01..S16 (16) + AIParams_S24..S29 (6) + AIParams_Tutorial.tbl shared by six (UnitGroup_S18..S23, the tutorials) = 23 tables over 16 + 6 + 6 = 28 records. The arithmetic closes both ways and matches the 23-object count found last iteration. Same sharing shape as the settings family (stage-settings-table.md: 24 objects, StageParameter_Tutorial shared by six tutorials). Two independent families agree on how the tutorials are handled -- n=2, a pattern rather than a rule. aiparams_census.py extended with the stage mapping; artefact +7/-0, byte-identical across two runs; the other fourteen verify unchanged. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01PMRJjbxLqZtsb5Vb7KunPE