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
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JesseMarkowitz
2026-09-15 06:59:35 -04:00
co-authored by Claude Opus 5
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test: 41 candidates, 5 labelled 2
FROZEN RULE S1 >= 0.6119 AND S6 <= 0.1603
accepted 5 P2 0.40 P1+ 1.00 R2 0.40
baseline accept all candidates accepted 41 P2 0.12 P1+ 0.51 R2 1.00
baseline B0: tightness filter accepted 18 P2 0.17 P1+ 0.44 R2 0.60
accepted:
T05 label 1 schemes, cons and theft over money
T07 label 1 courtship
T25 label 1 trying to impress or win someone's favour
T35 label 2 coercion over money: threats, bribes, demands for payment
T39 label 2 a spouse schemes against or confronts a spouse over infidelity
rejected label-2:
T16 a newcomer seeks acceptance in a social circle
T17 a proposal or engagement, accepted or refused
T30 a run-in with the police