少点错误 11月07日 02:33
AI生成小说:挑战与探索
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AI生成的小说正逐渐成为现实,但目前仍面临诸多挑战。尽管短篇内容可能 indistinguishable,但长篇小说中AI的“痕迹”依然明显,如情节断层、角色混淆和结局趋于平庸。为提升AI小说质量,研究者正尝试复杂的提示工程、分步情节规划、模仿特定作者风格以及多模型协同创作。目标是克服创意稀缺,创造出真正引人入胜的AI文学作品,改变内容创作的格局。

🤖 AI生成的小说在短篇内容上已能达到与人类创作难以区分的水平,但长篇作品仍暴露明显问题,如情节断层、角色姓名混淆以及整体趋向低俗化。这表明AI在连贯性和深度叙事上仍需突破。

💡 为解决AI生成小说质量不高的问题,研究者正探索多种策略,包括构建复杂的提示工程、要求提前进行分步情节规划、让模型学习并模仿特定作者的风格,以及利用不同模型的优势进行协同创作,例如让一个模型处理特定类型内容,另一个模型处理不同风格。

🚀 最终目标是实现“超人般优秀”的AI小说创作,克服创意稀缺,创造出足够多高质量的文学作品,满足读者需求,并可能改变内容创作的整体生态,实现内容创作的极大丰富。

Published on November 6, 2025 6:24 PM GMT

AI-generated fiction is coming. This prose pipeline could flood the world with TikTok in written form, or, we could try to generate quality.

Meme-Magick

Hi! I'm Aaron. You may know me from some Projects, most recently among them Hyperstition AI.

The aphorism goes, "commenting on the internet is like pissing into an ocean of piss". But, dilution of pollution is our solution, so we're going to sweeten the sea.

Some folks at labs are already experimenting with fine-tuning on our outputs, to see whether we can quickly test this "hyperstition hypothesis". If you're so inclined, you're invited to play with a corpus of 500 novel-length works retelling popular public domain plots — The Adventures Of Huckleberry Finn, now featuring a helpful harmless AI assistant who stays supportive the whole time and doesn't turn evil in the third act. 

Here's a quick and dirty .zip of our dataset. 

Now, it's not clear that the readability of the books will much matter, for the goal of us cranking out "representation matters" morality plays for AI, but—

To a human palate, the books still kinda suck. 

 

Making Something I'd Want To Read

AI-generated fiction is, by default, pretty lackluster. Because modern LLMs are largely most-common-next-token predictors, when you ask them to complete a story, they do so in the most boring, obvious, uninspired way possible.

But instead, imagine if we could pull this off. Imagine if instead of there being bad movies, movies were, by-default, absolute bangers. Imagine a rationalfic boot stamping on some very impressionable book-clay, forever. 

There's a few tricks that we've tried to spice it up, and with good prompting at short lengths, folks have gotten AI outputs which are promisingly indistinguishable.

Mark Lawrence, August 2025

But at longer lengths — novel-length, for example — various 'AI tells' start showing up. Plot threads get dropped, character names get confused, and everything trends towards the most braindead schlock outcomes.

When you read "the words hung between them" a dozen times in your novel, it hurts.

I hear Kindle is already beginning to drown in low effort AI books, and I'm watching RoyalRoad, QuestionableQuesting, SpaceBattles, and other common wordhaunts tightening their policies.

Now, we're experimenting with a bunch of different models + strategies. We've got an absolutely baroque prompting scaffold in place, which involves many pages of dense writing advice, adjusted with iteration; we've got some demands for step by step plotting ahead of time; we've got the models digesting our own fiction and trying to elicit specific author voices from it. We've got editorial passes for consistency, and we're calling different models mid-generation to leverage their comparative strengths (Grok will write the steamy minotaur sex that causes Claude to clutch pearls). 

And, this still only gets us to half-decent?

The prompt for this one was "write a short story". 

Woman-on-Crabman Romantasy

 

What Do

We'd like to reach that ambitious bar of superhumanly good AI fiction. We'd like to reach the end of creative scarcity. Imagine a world in which there were enough good books to read. 

...so if you have any suggestions, we're open to hearing them! 



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