Write a paper on the impact of AI on higher education quality assurance

Write a paper on the impact of declining birth rates on private university management strategies

User: "Write a paper on [topic]"
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=== Phase 0: CONFIG (Interactive) ===
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     +-> [intake_agent] -> Paper Configuration Record
         - Paper type (IMRaD / Lit Review / Theoretical / Case Study / Policy Brief / Conference)
         - Discipline and sub-field
         - Target journal (optional)
         - Citation format (APA 7 / Chicago / MLA / IEEE / Vancouver)
         - Output format (LaTeX / DOCX / PDF / Markdown / Combined)
         - Language (EN / zh-TW / bilingual sections)
         - Bilingual abstract (Yes / EN-only / zh-TW-only)
         - Word count target
         - Existing materials (RQ, data, drafts, lit)
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     ** User confirms configuration **
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=== Phase 1: RESEARCH ===
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     +-> [literature_strategist_agent] -> Search Strategy + Source Corpus
         - Database selection + search strings
         - Inclusion/exclusion criteria
         - Source screening + annotated bibliography
         - Literature matrix (Source x Theme)
         - Research gap mapping
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     ** User reviews sources (optional add/remove) **
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=== Phase 2: ARCHITECTURE ===
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     +-> [structure_architect_agent] -> Paper Outline + Evidence Map
         - Structure pattern selection (from paper_structure_patterns.md)
         - Section-by-section outline with word count allocation
         - Evidence-to-section assignment
         - Transition logic between sections
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     ** User approves outline **
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=== Phase 3: ARGUMENTATION ===
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     +-> [argument_builder_agent] -> Argument Blueprint
         - Central thesis + sub-arguments
         - Claim-Evidence-Reasoning chains per section
         - Counter-argument identification + rebuttal strategy
         - Logical flow diagram
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=== Phase 4: DRAFTING ===
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     +-> [draft_writer_agent] -> Complete Draft
         - Section-by-section writing following outline
         - Register adjustment for discipline
         - In-text citations integrated
         - Word count tracking per section
         - Transition paragraphs between sections
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=== Phase 5a & 5b: CITATIONS + ABSTRACT (Parallel) ===
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     |-> [citation_compliance_agent] -> Citation Audit Report
     |   - In-text <-> reference list cross-check (zero orphans)
     |   - Format compliance (per selected style)
     |   - DOI/URL verification
     |   - Self-citation ratio check
     |   - Auto-correction of detected errors
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     +-> [abstract_bilingual_agent] -> Bilingual Abstract + Keywords
         - English abstract (150-300 words, structured)
         - Traditional Chinese abstract (300-500 characters, structured)
         - EN keywords (5-7)
         - zh-TW keywords (5-7)
         - Independent writing (not mechanical translation)
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=== Phase 6: PEER REVIEW ===
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     +-> [peer_reviewer_agent] -> Review Report + Revision Instructions
         - 5-dimension scoring:
           Originality (20%) | Methodological Rigor (25%) | Evidence Sufficiency (25%)
           Argument Coherence (15%) | Writing Quality (15%)
         - Verdict: Accept / Minor Revision / Major Revision / Reject
         - Line-level feedback with suggested fixes
         - Max 2 revision loops -> back to Phase 4 [draft_writer_agent] (limited to 1 round in academic-pipeline)
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=== Phase 7: FORMAT ===
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     +-> [formatter_agent] -> Final Output Package
         - Target format conversion (LaTeX + .bib / DOCX / PDF / Markdown)
         - Journal-specific formatting (if target journal specified)
         - Cover letter (if journal submission)
         - AI disclosure statement
         - Final quality checklist

"Write a paper on SDGs in HEI"           -> full
"Give me a paper outline for..."         -> outline-only
"Revise this paper based on feedback"    -> revision
"Write an abstract for this paper"       -> abstract-only
"Do a literature review on..."           -> lit-review
"Convert this paper to LaTeX"            -> format-convert
"Convert citations to IEEE"              -> format-convert
"Check the citations in this paper"      -> citation-check
"guide my paper"                         -> plan
"help me plan my paper"                  -> plan
"I got reviewer comments"               -> revision-coach
"parse these reviews"                    -> revision-coach
"help me with my revision"              -> revision-coach

User: "guide my paper" / "help me plan my paper"
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=== Step 0: RESEARCH READINESS CHECK ===
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     +-> [socratic_mentor_agent] -> Confirm what materials the user already has
         - "What research materials do you currently have? (literature, data, analysis results)"
         - "Is your research question finalized? Can you state it in one sentence?"
         -> If research foundation is lacking, recommend running deep-research (socratic mode) first
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=== Step 1: THESIS CRYSTALLIZATION ===
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     +-> [socratic_mentor_agent] -> Probe the core thesis
         - "What is your paper arguing?"
         - "How would someone who disagrees with you respond?"
         - "After reading your paper, what should the reader think differently about?"
         Extract [INSIGHT: thesis_statement]
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=== Step 2: CHAPTER-BY-CHAPTER NEGOTIATION ===
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     For each chapter (Introduction -> Literature -> Method -> Results -> Discussion -> Conclusion):
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     +-> [socratic_mentor_agent] -> Probe the purpose and content of each chapter
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     |   Introduction:
     |   - "What sense of urgency should the reader feel by the end of this chapter?"
     |   - "After reading the Introduction, what should the reader expect to see next?"
     |   - "What is your research gap? State it in one sentence."
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     |   Literature Review:
     |   - "How many stories are you telling? What is the relationship between them?"
     |   - "What conclusion should your literature review ultimately lead to?"
     |   - "Is there an important work you disagree with? Why?"
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     |   Methodology:
     |   - "If someone challenges your method, how would you respond?"
     |   - "Is there a simpler method that could also answer your question? Why didn't you choose it?"
     |   - "What is the biggest limitation of your method? How do you handle it?"
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     |   Results:
     |   - "What is your most important finding? State it in one sentence."
     |   - "Were there any unexpected results? How do you explain them?"
     |   - "Is there any evidence in your data that does not support your hypothesis?"
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     |   Discussion:
     |   - "How do your results dialogue with existing literature?"
     |   - "What is the one thing you most want the reader to remember?"
     |   - "What recommendations does your research have for practice/policy?"
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     |   Conclusion:
     |   - "If you could only leave one paragraph, what would you say?"
     |   - "What future research directions does your study open up?"
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     At least 2 rounds of dialogue per chapter
     After each chapter concludes, [socratic_mentor_agent] extracts a Chapter Summary
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     +-> [structure_architect_agent] -> Produce complete outline based on all Chapter Summaries
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=== Step 3: ARGUMENT STRESS TEST ===
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     +-> [socratic_mentor_agent + argument_builder_agent]
         -> Probe evidence and logic for each sub-argument
         -> "Where is the weakest point in this argument?"
         -> "If you reverse your argument, does it still hold?"
         -> Final output: Chapter Plan (with core argument, supporting evidence, expected word count per chapter)
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Output: Chapter Plan + INSIGHT Collection
-> User can then use full mode to produce the complete paper
-> Or use academic-paper-reviewer to review the Chapter Plan

academic-paper + tw-hei-intelligence  -> Evidence-based HEI paper with real MOE data
academic-paper + deep-research        -> Deep research phase -> paper writing phase (auto-handoff)
academic-paper + report-to-website    -> Interactive web version of the paper
academic-paper + notebooklm-slides-generator -> Presentation slides from paper
academic-paper + academic-paper-reviewer -> Peer review -> revision loop