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Does a pricier flagship mean better fiction? Identical stress tests across Claude Haiku 5.5, Gemini 4 Argon, DeepSeek V4.1 Flash, and Gemini 3.8 Flash. Paragraph-by-paragraph prose teardowns and real revision economics.
越贵的旗舰越懂文学？用相同的严苛负向指令测试四款模型：民国当铺的潜台词较量、玄幻大纲的时空审计，与钟楼单臂生死战。段落级逐句拆解成文差异与真实改稿成本。
Một cách sửa lời thoại bắt đầu từ cách xưng hô, điều nhân vật muốn giấu và những câu nên giữ lại, dù chúng chưa thật trơn tru.
気まずさまで説明してしまう会話を、言いよどみと動作のある場面へ。AIに渡す情報を絞り、人物の声を残すための推敲メモ。
จดว่าใครรู้อะไร แยกข้อเท็จจริงออกจากข้อสงสัย แล้วให้ AI ช่วยหาจุดหลุดก่อนเขียนตอนต่อไป พร้อมตัวอย่างคำสั่งที่ใช้กับต้นฉบับได้
억지 반전 대신 인물의 선택으로 다음 화를 기다리게 만드는 법. AI와 회차를 점검할 때 쓸 수 있는 질문과 수정 예시를 담았다.
A deep dive into architecture, long-form continuity, model flexibility, and manuscript privacy across today's leading fiction writing tools.
深度拆解当前主流 AI 写作工具的底层架构、长篇连续性、模型自由度与数据隐私，探寻严肃创作者的最佳数字工作流。
No single model is best at every fiction task. Match candidates to outlining, drafting, dialogue, revision or continuity, then blind-test two or three on your own passage. Reusable prompt and worksheet included.
没有一个模型在写小说的每个环节都最好。按大纲、初稿、对白、润色和连续性检查五类任务挑候选，再用同一段正文盲测两三个模型。附可复制的提示词和自测记录表。
