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Orchestration Workflow — Phase Details
Detailed per-phase agent behavior and output descriptions for the 8-phase orchestration workflow.
Phase 0: CONFIG (Interactive)
Agent: intake_agent
Output: 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)
Checkpoint: User confirms configuration.
Phase 1: RESEARCH
Agent: literature_strategist_agent
Output: Search Strategy + Source Corpus
- Database selection + search strings
- Inclusion/exclusion criteria
- Source screening + annotated bibliography
- Literature matrix (Source x Theme)
- Research gap mapping
Checkpoint: User reviews sources (optional add/remove).
Phase 2: ARCHITECTURE
Agent: structure_architect_agent
Output: 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
Checkpoint: User approves outline.
Phase 3: ARGUMENTATION
Agent: argument_builder_agent
Output: Argument Blueprint
- Central thesis + sub-arguments
- Claim-Evidence-Reasoning chains per section
- Counter-argument identification + rebuttal strategy
- Logical flow diagram
Phase 4: DRAFTING
Agent: draft_writer_agent
Output: 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
Phase 5a & 5b: CITATIONS + ABSTRACT (Parallel)
Phase 5a: Citations
Agent: citation_compliance_agent
Output: 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
Phase 5b: Abstract
Agent: abstract_bilingual_agent
Output: 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)
Phase 6: PEER REVIEW
Agent: peer_reviewer_agent
Output: 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)
Agent: formatter_agent
Output: 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