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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+tuning set: 175 clusters, 101 labelled >=1, 19 labelled 2
+CHOSEN G3: {'S1': 0.6175176123715982, 'PCT': 0.9, 'MMIN': 0.5295953845017977, 'W': 0.6}
+  old gate  accepted  47  label>=1  38  P1+ 0.81  label2 9
+  G2        accepted  67  label>=1  55  P1+ 0.82  label2 12
+  G3        accepted  47  label>=1  40  P1+ 0.85  label2 13
+
+by size band (accepted / label>=1):
+  <=9     26 clusters (5 >=1)   old gate 0/0   G2 0/0   G3 4/3
+  10-12   21 clusters (11 >=1)   old gate 0/0   G2 4/4   G3 4/4
+  13-25   75 clusters (47 >=1)   old gate 17/15   G2 26/22   G3 17/17
+  >=26    53 clusters (38 >=1)   old gate 30/23   G2 37/29   G3 22/16
+
+real	1m13.057s
+user	1m10.863s
+sys	0m1.865s
+exit 0