ZenStory AI

ZenStory AI Glossary

Glossary

去AI味

de-AI editing / de-slop (bounded editing of formulaic prose patterns)

Definition

去AI味 (qù AI wèi, 'removing the AI flavor') is editing out formulaic phrasing and repeated sentence patterns common in model output so prose reads naturally. Oh Story runs deterministic pattern checks first, then makes bounded minimal edits that change how things are said while plot, characters and timeline stay as written. The checkers flag named text patterns; the edit itself is judged by how the prose reads.

How to do itMake AI Fiction Sound Human: Fix AI-Sounding Prose in Three Passes

In practice

/story-deslop runs check-ai-patterns.js and check-degeneration.js, makes bounded minimal edits and scans again. Blocking degeneration such as unrecoverable truncation sends that passage back for regeneration; polishing handles wording-level problems. Sources: Editing boundaries · Checks and degeneration.

Implemented in Oh Story · source

Part of ZenStory AI

ProjectFormatWhat it does
Oh Story Agent skill pack Write web fiction in Claude Code, Codex and other agents: chart scans, breakdowns, drafting, de-AI editing and covers.
Drama Skills Production skill suite Turn an idea or a novel into episode scripts, then visual specs, storyboards and generation prompts; produce and review when you need to.
Novel to Game Adaptation skill pack Adapt a novel into a playable game build grounded in the source, and check it running on the platform you choose.
Video Recap Skills Video workflow Turn footage into a Chinese-narration recap: understand the scenes, write, voice, edit and subtitle.
Oh Story DSH DSH plugin Use the writing, short-drama, game and recap packs inside DeepSeek Harness's GUI workbenches.
ZenStory Workbench Web workbench Write a novel with AI in the browser: outline, characters, chapters and versions in one project.