adapter: LoRA

candidate_text: A romance intrigue chapter uses hidden bloodline reveal while testing whether the reader still rejects hidden bloodline reveal.

dataset: Qidian-WebNovel DTA

anti_scope: trope:hidden bloodline reveal

scope: genre:romance intrigue

mode: proxy

natural_language_comment: The pacing lands because the chapter resolves a concrete micro-conflict before expanding the mystery.

prompt_style: Claude Blog style


candidate_text: A xianxia progression chapter uses overpowered cold open while testing whether the reader still rejects auction-house detour.

anti_scope: trope:auction-house detour

scope: genre:xianxia progression

natural_language_comment: The hook is readable, but the emotional beat needs a clearer payoff before the next escalation.


candidate_text: A urban fantasy chapter uses auction-house detour while testing whether the reader still rejects system quest pop-up.

anti_scope: trope:system quest pop-up

scope: genre:urban fantasy

natural_language_comment: The scene improves when the protagonist makes a costly choice instead of receiving a convenient clue.


candidate_text: A academy mystery chapter uses misunderstood genius while testing whether the reader still rejects hidden bloodline reveal.

scope: genre:academy mystery

natural_language_comment: The banter works for retention, while the exposition should be trimmed to keep mobile reading fluent.


candidate_text: A kingdom management chapter uses system quest pop-up while testing whether the reader still rejects auction-house detour.

scope: genre:kingdom management

natural_language_comment: The premise fits the user's long-arc taste, though this turn should avoid another status-window reveal.


candidate_text: A interstellar survival chapter uses slow-burn alliance while testing whether the reader still rejects system quest pop-up.

scope: genre:interstellar survival

natural_language_comment: The chapter earns a positive surprise by changing the alliance dynamic without breaking genre promise.