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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summary_embeddings.json: k=100 seed=11: 20 tight-recurring clusters of 67 sized
=== sample 1: size 6, 6 stories, dominant 17%, coherence 0.851
[A PHILISTINE IN BOHEMIA ] Someone’s crowded dining room hosts a mixed crowd of someone, opportunists, and arrivistes, all clamoring for his culinary and social cachet.
[STRICTLY BUSINESS ] Someone, an actor, attends a matinee to watch his less talented colleagues perform, feeling increasingly isolated and frustrated.
[THE FURNISHED ROOM ] The guest lies motionless, as the chaotic room attempts to communicate its occupants to him.
[A MADISON SQUARE ARABIAN NIG] Someone, the host, attempts to placate the aggressive someone, the guest, while someone, the dinner host, tries to initiate a seating arrangement.
[THE SOCIAL TRIANGLE ] Someone and Van someone sat at separate tables in a luxurious dining room, each aware of the other's power and influence, while someone’s discontent mirrored the social hierarchy's rigid structure.
[THE COUNTRY OF ELUSION ] Someone waits as someone manipulates his guests, including a mysterious eye and a radiant someone, in his opulent yet cluttered apartment.
=== sample 2: size 16, 8 stories, dominant 38%, coherence 0.809
[THE FIFTH WHEEL ] Someone, a former coachman, offers a captured tire to a sealskinned gentleman who questions his identity and family, inviting him to a ride in a motor car.
[THE FIFTH WHEEL ] Someone, seeking revenge, confides in someone about a drunken dream involving a mysterious automobile ride, while someone dismisses the tale as nonsense.
[THE VENTURERS ] The narrator observes two men, the VENTURER and the ADVENTURE, contemplating the uncertain future of fortune, chance, and discovery on a train journey.
[THE VENTURERS ] Someone, a lifelong seeker of unpredictable adventures, eagerly anticipates a bottle of someone with someone, who shares his adventurous spirit.
[THE VENTURERS ] Someone recounts his failed adventures, lamenting the predictability of modern life, while someone agrees, feeling cheated by the lack of unpredictable outcomes.
[TOBIN’S PALM ] Someone seeks a fortune teller, someone, to uncover the truth about his love interest someone, while revealing his own misfortunes and impending troubles.
[TOBIN’S PALM ] Someone demands a voyage, accuses the narrator of forgetting prophecies, and questions the narrator's judgment over trifling misfortunes.
[TOBIN’S PALM ] Someone prowls the deck, suspicious of passengers, while someone observes, hinting at a potential encounter with a mysterious crooked-nosed man.
[TOBIN’S PALM ] Someone tries to explain a complex fortune-telling scenario to a man, who then dismisses them both as suspicious and untrustworthy.
[TOBIN’S PALM ] The man seeks someone’s advice on fortune-telling, believing him to be a source of good luck, while I, a friend of someone, tries to convince him otherwise.
[TOBIN’S PALM ] The man of destiny seeks companionship, offering someone a drink in a saloon to discuss his literary pursuits and the unavailability of a book for him.
[THE GREEN DOOR ] Someone, seeking answers, confronts an enigmatic someone who offers him a card, leading to further mysteries and adventures.
[THE FURNISHED ROOM ] Someone and someone discuss renting a room to a suicidal young man, with someone withholding information from him.
[ACCORDING TO THEIR LIGHTS ] Someone seeks information about dismissed police captain someone, suspecting him of wrongdoing, while someone avoids him, believing someone is merely a curious citizen.
[THE FERRY OF UNFULFILMENT ] The Man from someone tries to win over someone, a fellow passenger on a train, with promises of shared gambling and reminiscing about mining, while she remains skeptical and distracted by her own thoughts.
[THE TALE OF A TAINTED TENNER] The twenty-year-old gambler seeks information from Old someone, the proprietor, only to be met with condescending explanations and eventually surrounded by various social climbers.
=== sample 3: size 5, 5 stories, dominant 20%, coherence 0.853
[THE COMING-OUT OF MAGGIE ] Someone, usually passive at dances, becomes the center of attention as someone wins her heart, while other men vie for her company.
[THE BRIEF DÉBUT OF TILDY ] Men at someone’s tables flatter someone, while someone, loyal to her, accepts their attentions without reciprocating.
[BRICKDUST ROW ] Someone observes the vulgar, frenzied crowds at someone, while someone remains calm and happy beside him.
[THE COUNTRY OF ELUSION ] Someone and someone sit at someone’s table with someone and someone, while someone and someone observe, with someone’s reputation as a someone princess at stake.
[THE FERRY OF UNFULFILMENT ] Someone, the Girl from someone’s, chose a seat away from prying eyes, while the smitten Man from someone closed in on her.