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

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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=60 seed=11: 17 tight-recurring clusters of 47 sized
=== sample 1: size 15, 13 stories, dominant 13%, coherence 0.809
[TRANSIENTS IN ARCADIA ] Someone and someone discuss their impending departures while reminiscing about their stay at the Hotel someone.
[THE MEMENTO ] Lucy refused to reveal her past as an actress to her friend someone, fearing scandal, yet admitted to her happy life in the village until someone’s gossip revealed someone’s past love affair.
[A RAMBLE IN APHASIA ] A woman accuses someone of not recognizing her, leading to a tense yet intimate dinner where she reveals she remembers him from a past relationship.
[COMPLIMENTS OF THE SEASON ] Someone, Lady, and someone engage in formal social rituals while someone explains something to someone, revealing someone’s disabilities momentarily vanish.
[THE VENTURERS ] Someone, exonerated by someone’s confession, reflects on his past queerness while someone accuses him of foolishly not taking what he wanted.
[THE VENTURERS ] Someone proposes postponing dinner indefinitely, revealing he is leaving for a world voyage to escape uncertainty, while someone expresses skepticism and hints at his own secret marriage.
[THE ROMANCE OF A BUSY BROKER] Someone proposed to someone, who initially laughed but then accepted, revealing they had secretly married the night before.
[LOST ON DRESS PARADE ] Someone, limping from an accident, accepted someone’s dinner invitation, revealing her true identity as a socialite to gain his attention.
[LOST ON DRESS PARADE ] Someone, the socialite, feigned a casual dinner with someone, while secretly planning to meet her lover at a discreet location.
[THE BRIEF DÉBUT OF TILDY ] Someone apologizes to someone for a drunken incident, but she rejects his apology, choosing to remain distant and resentful.
[A MADISON SQUARE ARABIAN NIG] Someone invites an anonymous guest to dinner, revealing he has a secret, prompting the guest to share his own dramatic life story.
[THE RUBAIYAT OF A SCOTCH HIG] Someone confronts his alcoholism, forced to admit it to his drinking buddies, initiating a painful homecoming where he must reconcile his public persona with his private struggles.
[THE BUYER FROM CACTUS CITY ] Someone, unsure of someone’s identity, invites her to dinner, leading to a clandestine evening of drinks and questions about her true nature.
[THE PURPLE DRESS ] Grace, now a rainbow, insists on wearing her new dress despite someone’s unfinished garment and refusal to attend the dinner.
[THE COUNT AND THE WEDDING GU] Someone, fearing her impending marriage to someone, confesses her deception involving a fake engagement to a deceased Count, while someone remains skeptical and forgiving.
=== sample 2: size 18, 9 stories, dominant 22%, coherence 0.797
[FROM EACH ACCORDING TO HIS A] Someone, a Wall Street speculator, seeks an unconventional meeting with a shady Wall Street "crook" for a private conversation.
[BABES IN THE JUNGLE ] Silver returns with the picture, revealing someone trip and its implications for its market value.
[THE FIFTH WHEEL ] Someone approaches an abandoned tire on Fifth Avenue, hoping to exploit a wealthy motorist's need for it, while others jeer at the speeding car.
[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, a former chauffeur, confronts an enigmatic automobilist demanding answers about his past and a prize, leading to a humiliating encounter.
[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.
[A MUNICIPAL REPORT ] The coachman of a funeral carriage lies to a man hired to drive him, attempting to extort money while feigning sympathy for a wealthy woman's financial struggles.
[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 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.
[THE BADGE OF POLICEMAN O’ROO] Someone, now seeking work, confronts someone, a former Gentle Rider, at a club, revealing their shared history and current mismatched fortunes.
[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.
[ACCORDING TO THEIR LIGHTS ] The Captain, a well-fed man, seeks someone, suspecting him of graft, while someone pressures him to testify against Inspector someone for a bribe.
[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.
=== sample 3: size 15, 10 stories, dominant 20%, coherence 0.819
[THE HARBINGER ] Someone attempts to placate his wife, someone, while a mysterious figure in the back room threatens their marriage.
[THE FOOL-KILLER ] Someone pressures his wife into an impulsive marriage proposal, while I, skeptical, suggests seeking advice from someone.
[EXTRADITED FROM BOHEMIA ] Someone, desperate to escape her life, confronts her husband someone, who tries to reason with her, leading to a bitter parting.
[STRICTLY BUSINESS ] Someone, recovering from an accident, confronts someone the Tramp Juggler about his secretary Cherry's apparent infatuation, while someone insists she is deeply in love with him.
[STRICTLY BUSINESS ] Someone desperately tries to convince the Tramp Juggler that his wife Cherry is not secretly in love with him, insisting it's too late and they have been married for two years.
[A RAMBLE IN APHASIA ] Someone, the lawyer's wife, mocks and questions someone’s memory of their past encounter, provoking him with intimate questions about their affair.
[A RAMBLE IN APHASIA ] The doctor feigns amnesia to protect his wife from a dangerous impostor, while the impostor tries to exploit their situation.
[A RAMBLE IN APHASIA ] The lawyer, someone, confronts his unseen wife's lover, someone, revealing he has forgotten his identity and aphasia.
[A MUNICIPAL REPORT ] Someone manipulates her housekeeper someone to obtain tea and sugar, while hiding a conflict with a man in the house.
[BETWEEN ROUNDS ] Someone manipulates her husband into comforting someone, while secretly planning to blame their missing child on her.
[THE SKYLIGHT ROOM ] Someone, the maid, threatens to blow a goodbye kiss to someone from her sickbed, while someone tries to convince the ambulance doctor about the strange case of someone.
[SISTERS OF THE GOLDEN CIRCLE] Someone, accused of murder, throws a kiss at his wife's unseen admirer while his wife advises him to resist arrest.
[A HARLEM TRAGEDY ] Someone plots to provoke a confrontation with her husband, who sits in his stockinged feet reading, as Labor Day approaches.
[A HARLEM TRAGEDY ] Someone schemes to expose her husband's infidelity while someone hides the truth, causing a domestic conflict upstairs.
[A HARLEM TRAGEDY ] A mob of desperate parents, lovers, and maidens pursues a woman, seeking vengeance or solace, while a mysterious figure named someone is comforted by the river.