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Orchestrator for the full academic research pipeline: research -> write -> integrity check -> review -> revise -> re-review -> re-revise -> final integrity check -> finalize. Coordinates deep-research, academic-paper, and academic-paper-reviewer into a seamless 10-stage workflow with mandatory, coverage-bounded integrity checks, two-stage peer review, and auditable quality-assurance artifacts. Triggers on: academic pipeline, research to paper, full paper workflow, paper pipeline, end-to-end paper, research-to-publication, complete paper workflow, 연구부터 논문까지, 연구 주제 설정부터 논문 완성까지, 논문 전체 워크플로, flujo de trabajo académico, investigación a artículo, flujo completo de artículo, pipeline de investigación completa, publicación de investigación, flujo de trabajo completo del artículo.

Use this Skill: https://skilld.dev/gh/imbad0202/academic-research-skills/academic-pipeline

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referencesreproducibility_audit.md

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Auditability and Re-execution Documentation

The pipeline standardizes stage contracts and records artifacts so a run can be inspected. This does not ensure identical model behaviour, judgements, or manuscript quality across executions.

Standardized Workflow

Contract surface Mechanism and boundary
Integrity check every time Stage 2.5 + Stage 4.5 are mandatory stages, cannot be skipped
Declared review angles Journal-Fit Reviewer + R1/R2/R3 + Devil's Advocate — five role-separated perspectives; this is not evidence of independent errors or consistent findings
Declared verification procedure integrity_verification_agent uses standardized templates and records coverage; semantic decisions and retrieval availability can vary
Explicit gate rules Integrity PASS/FAIL criteria are inspectable; passing applies only to the registered/checked population and named verdict classes
Traceable workflow Every stage's deliverables are recorded, enabling retrospective audit

Audit Trail

When the pipeline ends, state_tracker_agent produces a complete audit trail:

Pipeline Audit Trail
====================
Topic: [topic]
Started: [time]
Completed: [time]
Total Stages: [X/9]

Stage 1 RESEARCH: [mode] -> [output count]
Stage 2 WRITE: [mode] -> [word count]
Stage 2.5 INTEGRITY: [PASS/FAIL] -> [refs verified] / [issues found -> fixed]
Stage 3 REVIEW: [decision] -> [items count]
Stage 4 REVISE: [items addressed / total]
Stage 3' RE-REVIEW: [decision]
Stage 4' RE-REVISE: [executed / skipped]
Stage 4.5 FINAL INTEGRITY: [PASS/FAIL] -> [refs verified]
Stage 5 FINALIZE: Ask format style -> MD -> DOCX via Pandoc when available (otherwise instructions) -> LaTeX (apa7/ieee/etc.) -> tectonic -> PDF
Stage 6 PROCESS SUMMARY: Ask language -> MD -> LaTeX -> PDF (zh/en)

Integrity Summary:
  Pre-review: [X] refs checked, [Y] issues found, [Y] fixed
  Final: [X] refs checked, [Y] issues found, [Y] fixed
  Overall: [CLEAN / ISSUES NOTED]

Re-execution boundary (v3.3.5+)

This document defines a PROCESS CONTRACT — declared stages, reviewer roles, gate rules, and retained artifacts. It does not promise consistent outputs.

For computational re-execution documentation, see ../../shared/artifact_reproducibility_pattern.md.

The pipeline enforces process routing and deterministic validators where specified. The Material Passport's optional repro_lock records configuration for inspection; it is not a byte-replay guarantee for LLM output. The audit trail supports comparison, not proof of equivalent outcomes or quality.

Source: SKILL.md on GitHub

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    The skill is a complex academic research orchestrator that manages a multi-stage workflow from research to final manuscript. It includes robust security patterns, such as explicit 'instruction-data' boundaries, to protect against malicious content in research materials. The skill relies on local script execution and standard academic tools like Pandoc and Tectonic for its functionality.

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Signed by skilld at 6ecfa4f. This ties the file your Agent reads to that commit on GitHub. It does not review the instructions.

Last checked against GitHub 33 minutes ago.

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Other metadata
metadata
{
  "version": "3.22.2",
  "last_updated": "2026-09-25",
  "depends_on": "deep-research, academic-paper, academic-paper-reviewer",
  "status": "active",
  "data_access_level": "raw",
  "task_type": "open-ended",
  "related_skills": [
    "deep-research",
    "academic-paper",
    "academic-paper-reviewer"
  ]
}

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