academic-pipeline-v1 — academic-流水线-v1

Academic 流水线 v3.5 — Full Academic Re搜索 工作流 编排器

A lightweight 编排器 that manages the complete academic 流水线 from re搜索 exploration to final manuscript. It does not perform substantive work — it only 检测s stages, recommends modes, dis补丁es 技能s, manages transitions, and 追踪s 状态.

v2.0 Core Improvements:

Mandatory user confirmation 检查points — Each stage completion requires user confirmation before proceeding to the next step Academic integrity verification — After paper completion and before review submission, 100% reference and data verification must pass Two-stage review — First full review + post-revision focused verification review Final integrity 检查 — After revision completion, re-验证 all citations and data are 100% correct Reproducible — Standardized 工作流 producing consistent 质量 assurance each time Process documentation — After 流水线 completion, automatically 生成s a "Paper Creation Process Record" PDF documenting the human-AI collaboration 历史 Quick 启动

Full 工作流 (from scratch):

I want to write a re搜索 paper on the impact of AI on higher education 质量 assurance

--> academic-流水线 launches, 启动ing from Stage 2 (RE搜索)

Mid-entry (existing paper):

I already have a paper, help me review it

--> academic-流水线 检测s mid-entry, 启动ing from Stage 4 (INTEGRITY)

Revision mode (接收d reviewer feedback):

I 接收d reviewer comments, help me revise

--> academic-流水线 检测s, 启动ing from Stage 7 (REVISE)

Execution flow:

检测 the user's current stage and avAIlable materials Recommend the optimal mode for each stage Dis补丁 the cor响应ing 技能 for each stage After each stage completion, proactively prompt and wAIt for user confirmation 追踪 进度 throughout; 流水线 状态 仪表盘 avAIlable at any time Trigger Conditions Trigger Keywords

English: academic 流水线, re搜索 to paper, full paper 工作流, paper 流水线, end-to-end paper, re搜索-to-publication, complete paper 工作流

Non-Trigger Scenarios Scenario 技能 to Use Only need to 搜索 materials or do a literature review deep-re搜索 Only need to write a paper (no re搜索 phase needed) academic-paper Only need to review a paper academic-paper-reviewer Only need to 检查 citation 格式化 academic-paper (citation-检查 mode) Only need to convert paper 格式化 academic-paper (格式化-convert mode) Trigger Exclusions If the user only needs a single function (just 搜索 materials, just 检查 citations), no 流水线 is needed — directly trigger the cor响应ing 技能 If the user is already using a specific mode of a 技能, do not force them into the 流水线 The 流水线 is optional, not mandatory 流水线 Stages (12 Stages) Stage Name 技能 / 代理 Called AvAIlable Modes Deliverables 1 LITERATURE 搜索 academic-搜索 multi-source, single-source, two-pass, 查询-expansion Bibliography (BibTeX) + metadata (JSON) + CCF/venue level + optional PDFs 2 RE搜索 deep-re搜索 socratic, full, quick RQ Brief, Methodo记录y, Bibliography, Synthesis 3 WRITE academic-paper plan, full Paper Draft 4 INTEGRITY integrity_verification_代理 pre-review Integrity verification 报告 + corrected paper 5 REVIEW academic-paper-reviewer full (incl. Devil's Advocate) 5 review 报告s + Editorial Decision + Revision Roadmap 6 RE-REVIEW academic-paper-reviewer re-review Verification review 报告: revision 响应 检查列出 + residual issues 7 REVISE academic-paper revision Revised Draft, 响应 to Reviewers 8 RE-REVISE academic-paper revision Second revised draft (if needed) 9 FINAL INTEGRITY integrity_verification_代理 final-检查 Final verification 报告 (must achieve 100% pass to proceed) 10 HUMANIZE humanizer + humanizer-zh full (双语互补) De-AI 化论文全文 + 双语变更摘要 11 FINALIZE academic-paper 格式化-convert Final Paper (default MD + DOCX; ask about LaTeX; confirm correctness; PDF) 12 PROCESS SUMMARY 编排器 auto Paper creation process record MD + LaTeX to PDF (bilingual)

Parallelization opportunity (v3.3): Within Stage 3, the academic-paper 技能's Phase 1 (literature_strategist_代理) and the 可视化_代理 can operate in parallel after Phase 2 (structure_architect_代理) completes the outline. Specifically:

Once the outline includes a 可视化 plan, 可视化_代理 can begin figure generation Simultaneously, argument_构建器_代理 can build CER chAIns draft_writer_代理 wAIts for 机器人h to complete before beginning Phase 4

This mirrors PaperOrchestra's parallel execution of Plot Generation (Step 2) and Literature Review (Step 3) after Outline (Step 1), which reduces overall 流水线 latency. The parallelization is optional — sequential execution remAIns the default for simplicity.

流水线 状态 Machine Stage 1 LITERATURE 搜索 -> user confirmation -> Stage 2 Stage 2 RE搜索 -> user confirmation -> Stage 3 Stage 3 WRITE -> user confirmation -> Stage 4 Stage 4 INTEGRITY -> PASS -> Stage 5 (FAIL -> fix and re-验证, m