content_generation

Generate structured academic manuscript drafts from repository code, notes, and experimental data.

247|14|Updated Feb 12, 2026

Search Tags:#context-management #lazy-loading #academic-writing #research-pipeline #outline-generation #paper-generation #multimodal-retrieval

Ready to run

npx skills add https://github.com/TFboy1/academic-paper-writer --skill content-generation-tfboy1

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: content_generation
Source: https://github.com/TFboy1/academic-paper-writer/tree/main/content_generation
Command: npx skills add https://github.com/TFboy1/academic-paper-writer --skill content-generation-tfboy1

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

自动化从代码仓库、笔记、实验数据等来源，完整地生成学术论文初稿，显著缩短写作时间并在结构、语言与格式上保持高水准，同时提供按阶段检索与人工审核卡点的严格控制。

Core Features & Use Cases

延迟加载与就地上下文检索：仅拉取与当前章节相关的资料，避免全量加载导致的上下文爆炸。
结构化提示与大纲生成：将输入材料转化为有章节映射和检索策略的论文大纲，便于逐步撰写。
多模态检索与资料整合：检索并整合图表、代码结果、笔记等，强化论证证据。
工作流级质量门控：强制执行学术性提示、保持一致性并提供用户审阅接入点。
典型使用场景：在数据与代码混杂的研究项目中，逐章组装论文草稿，确保学术风格与排版规范。

Quick Start

提供你的项目数据，让流水线在受控步骤下生成初步论文草稿。

Frequently Asked Questions about content_generation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I automate academic paper drafting from experimental data and code?▼

Automating academic paper drafting from experimental data involves using a research pipeline to generate phased outlines and stepwise sections directly from repository code, notes, and multimodal experimental results while enforcing strict formatting and citation standards.

What is lazy loading context management in research pipelines?▼

Lazy loading context management in research pipelines means retrieving only the materials relevant to the current manuscript section just in time, preventing full-volume context loading and ensuring coherent academic writing without overwhelming the model.

How do I generate a structured outline from research notes and code repositories?▼

Generating a structured outline from research notes and code repositories requires converting input materials into a manuscript outline with chapter mappings and retrieval strategies, enabling stepwise section drafting and integrated multimodal retrieval.

Can I use multimodal retrieval to integrate charts and code results into my manuscript?▼

Yes, multimodal retrieval can be used to integrate charts, code results, and notes into your manuscript, strengthening argumentation evidence by pulling relevant multimodal data during the stepwise section drafting process.

Does automated paper generation include guardrails against hallucinations?▼

Automated paper generation includes workflow-level quality gating with built-in guardrails against hallucinations, enforcing academic prompts, maintaining consistency, and providing user review access points to ensure publishable drafts.

What is the best way to maintain formatting and citation standards across a generated research paper?▼

The best way to maintain formatting and citation standards across a generated research paper is to apply workflow-level quality gating that enforces academic prompts and modular input handling throughout the stepwise section drafting process.