LD
Writing integrity meets adaptive drafting
LangDiversifier
Authentic writing workflows for an AI-native world

OntoWriter 先构造目标感更强的 essay,再交给自进化 humanizer 做细化润色。

参考教育科技产品官网的清晰层级,我们把本地系统整理成一条更自然的写作路径: 先把中英文提纲、目标读者和风格要求转成二次 prompt,再用 DeepSeek 生成完整草稿, 最后进入 chunk 级 humanizer 继续优化表达和可读性。

Goal-aware prompt planning
DeepSeek essay generation
Versioned draft comparison
Self-evolving humanizer
01写作目标驱动的二次 prompt 规划
02支持重生成与多版本草稿比较
03反馈持续回流到 essay prompt planning
Workflow

A cleaner, guided writing journey

01

Capture the writing goal, audience, tone, and must-cover constraints.

02

Generate a complete draft with DeepSeek using a structured prompt plan.

03

Regenerate, compare versions, and pass English drafts into the humanizer loop.

Goal-aware prompting
Chunked review
Skew-aware generation
Reconstructed export
OntoWriter

先按写作目标自动补全 essay,再接入自进化 humanizer

Goal-aware essay generation
Goal slots
Prompt planning
DeepSeek draft
Humanizer loop
Humanizer Only

直接进入原始 chunk 级 humanizer 工作区

Ready for local generation
Semantic chunking
Machine translation
Three skew outputs
Selection and export

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