Add story-to-pack research and a structured situation review

Research toward building a content pack from a story corpus, kept on its own branch and independent of the game. Records the selection experiments against blind labels, and settles selection as gate G2 followed by a human review: review.py writes REVIEW.md and a review.json form, apply_review.py checks the filled form and writes situations.json for the next stage. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01C6UDQ9o6L6Ey173U7XVou6
2026-09-15 06:59:35 -04:00
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+dev: 40 candidates, 5 labelled 2, rule must accept >= 3 of them
+
+  baseline accept all candidates      accepted 40  P2 0.12  P1+ 0.62  R2 1.00
+  baseline B0: tightness filter       accepted 17  P2 0.24  P1+ 0.76  R2 0.80
+
+best single-signal rule per signal:
+  S1 >= 0.6153           accepted  9  P2 0.44  P1+ 0.89  R2 0.80
+  S2 >= 0.9083           accepted 20  P2 0.15  P1+ 0.60  R2 0.60
+  S3 >= 0.4580           accepted 31  P2 0.16  P1+ 0.68  R2 1.00
+  S4 >= 0.0295           accepted 14  P2 0.21  P1+ 0.64  R2 0.60
+  S5 >= 0.1733           accepted 10  P2 0.30  P1+ 0.60  R2 0.60
+  S6 <= 0.2137           accepted 33  P2 0.15  P1+ 0.70  R2 1.00
+
+leaderboard (all eligible rules):
+  S1 >= 0.6119 AND S6 <= 0.1603                accepted  5  P2 0.60  P1+ 1.00  R2 0.60
+  S1 >= 0.6119 AND S6 <= 0.1742                accepted  5  P2 0.60  P1+ 1.00  R2 0.60
+  S1 >= 0.6153 AND S6 <= 0.1603                accepted  5  P2 0.60  P1+ 1.00  R2 0.60
+  S1 >= 0.6153 AND S6 <= 0.1742                accepted  5  P2 0.60  P1+ 1.00  R2 0.60
+  S1 >= 0.6153 AND S5 >= 0.1733                accepted  5  P2 0.60  P1+ 0.80  R2 0.60
+  S1 >= 0.6119 AND S6 <= 0.2137                accepted  7  P2 0.57  P1+ 1.00  R2 0.80
+  S1 >= 0.6119 AND S6 <= 0.3012                accepted  7  P2 0.57  P1+ 1.00  R2 0.80
+  S1 >= 0.6153 AND S6 <= 0.2137                accepted  7  P2 0.57  P1+ 1.00  R2 0.80
+  S1 >= 0.6153 AND S6 <= 0.3012                accepted  7  P2 0.57  P1+ 1.00  R2 0.80
+  S1 >= 0.6153 AND S5 >= 0.1278                accepted  7  P2 0.57  P1+ 0.86  R2 0.80
+  S1 >= 0.6153 AND S5 >= 0.1318                accepted  7  P2 0.57  P1+ 0.86  R2 0.80
+  S1 >= 0.6153 AND S5 >= 0.1356                accepted  7  P2 0.57  P1+ 0.86  R2 0.80
+
+CHOSEN: S1 >= 0.6119 AND S6 <= 0.1603  -> rule-frozen.json
+accepted on dev: D04(2), D09(1), D13(2), D16(2), D33(1)
+exit 0