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/academic-pipeline

@6ecfa4f

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

This session only. Nothing lands on disk.

referencesreinforcement_content.md

≈349 tokens on demand. Your agent reads this file only when SKILL.md points to it.

Mid-Conversation Reinforcement Content

Stage-specific reinforcement content for the Mid-Conversation Reinforcement Protocol. At every stage transition, the orchestrator injects the relevant row from this table into the reinforcement template.

Transition Reinforcement Focus
Stage 1→2 IRON RULE: Every claim must have a citation. Anti-Pattern: Fabricated citations.
Stage 2→2.5 IRON RULE: Gray zone = FAIL. Anti-Pattern: Treating "difficult to verify" as acceptable.
Stage 2.5→3 IRON RULE: Reviewers are READ-ONLY. Anti-Pattern: Fabricating review comments.
Stage 3→4 IRON RULE: Max 2 revision loops. Anti-Pattern: Sycophantic revision.
Stage 4→3' IRON RULE: Each concern independently verified. Anti-Pattern: Rubber-stamp re-review.
Stage 3'→4' IRON RULE: Max 2 revision loops. Anti-Pattern: Silently dropping reviewer concerns.
Stage 4/4'→4.5 IRON RULE: PASS with zero issues, or a recorded user decision via the Integrity Check FAIL Loop. Anti-Pattern: Re-verifying only known issues.
Stage 4.5→5 IRON RULE: PDF from LaTeX only. Anti-Pattern: Orchestrator doing substantive work.
Any FULL/SLIM checkpoint IRON RULE: collaboration_depth_agent output is advisory only and never blocks progression. Anti-Pattern: treating the observer's Zone/scores as a gate or a leaderboard.

Source: SKILL.md on GitHub

1 alert6d5 checks · Risk SAFE
  • Gen Agent Trust Hub6d

    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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  • Snyk6d

    Risk: MEDIUM · 1 issue

  • Runlayer6mo

    5/13 files flagged

  • ZeroLeaks5mo

    1 finding · Score: 86/100

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.

Activeupdated 2 hours ago
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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