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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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referencesintegrity_review_protocol.md

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Integrity Review Protocol (Added in v2.0)

Stage 2.5: First Integrity Check (Pre-Review Integrity)

Trigger: After Stage 2 (WRITE) completion, before Stage 3 (REVIEW) Purpose: Check the named registered/sample populations for fabricated or erroneous reporting before review; this does not establish global correctness, raw-data truth, or actual execution

Execution steps:
1. integrity_verification_agent executes Mode 1 (initial verification) on the paper
2. Verification scope:
   - Phase A: 100% of registered references for existence + bibliographic accuracy + ghost citations
   - Phase B: >= 30% citation context spot-check
   - Phase C: 100% of registered statistical/data surfaces
   - Phase D: >= 30% originality spot-check + self-plagiarism check
   - Phase E: risk-stratified claim verification (#549): 100% of HIGH-IMPACT claims (headline / numerical / causal / methods-critical / disputed) + 10% random sentinel of the remainder (rounded up, min 3 / max 10; remainder <3 → all of it), topped up to min(10, total claims) — bounds per `claim_verification_protocol.md` § Sampling Strategy
   - Phase E additionally emits the scope-conformance advisory (#547) and the novelty-claim classification (#548) — both advisory-only, never gate; advisory rows are not issues and may remain open on PASS — see `claim_verification_protocol.md` § E4-E5
3. Result handling:
   - PASS -> checkpoint -> Stage 3
   - FAIL -> produce correction list -> fix item by item -> re-verify corrected items
   - PASS after corrections -> checkpoint -> Stage 3
   - Still FAIL after 3 rounds -> notify user, list unverifiable items

Stage 4.5: Final Integrity Check (Post-Revision Final Check)

Trigger: After Stage 4' (RE-REVISE) or Stage 3' (RE-REVIEW, Accept) completion, before Stage 5 (FINALIZE) Purpose: Recheck all registered references/claims and the named Phase B-D surfaces before finalization; PASS is not a certificate that the paper or underlying research is 100% correct or publication-ready

Execution steps:
1. integrity_verification_agent executes Mode 2 (final verification) on the revised draft
2. Verification scope:
   - Phase A: 100% of registered references (including registered additions during revision)
   - Phase B: 100% of registered citation contexts (not a sample within that population)
   - Phase C: 100% of registered statistical/data surfaces
   - Phase D: >= 50% originality spot-check (100% for newly added/modified paragraphs)
   - Phase E: 100% of E1 registered claims (zero MAJOR_DISTORTION + zero UNVERIFIABLE required within that population; semantic extraction completeness remains unknown)
   - Phase E additionally emits the scope-conformance advisory (#547) and the novelty-claim classification (#548) — both advisory-only, never gate; advisory rows are not issues, stay outside the zero-issues PASS count, and may remain open — see `claim_verification_protocol.md` § E4-E5
3. Special check: Compare with Stage 2.5 results to confirm all previous issues are resolved
4. Result handling:
   - PASS (zero issues) -> checkpoint -> Stage 5
   - FAIL -> fix -> re-verify -> PASS -> Stage 5
   - FAIL after 3 correction rounds -> Integrity Check FAIL Loop (`pipeline_state_machine.md`): unresolved items listed, user decision recorded
5. ⚠️ **IRON RULE**: Stage 5 entry requires PASS with zero issues, or — only after the 3-round FAIL loop is exhausted — an explicit, recorded user decision on the listed unresolved items; unresolved items are never silently dropped

Tortured-Phrase Advisory Boundary (#660)

Tortured-phrase screening is not a sixth integrity phase and never changes a Stage 2.5 or Stage 4.5 PASS/FAIL decision. After the exact final draft passes Stage 4.5, the orchestrator builds the separate own-draft tortured-phrase-advisory/1.0 immediately before formatting. It remains HEURISTIC-ADVISORY / UNMEASURED; a match requires review but establishes no AI/author origin, paper-mill production, misconduct, cleanliness, contextual false-positive/false-negative status, accuracy, or publisher acceptance. A zero-match result states only that no list match was observed on the checked bytes and is not a clean certification.

The checker consumes only the explicitly named local draft and, when supplied, canonical snapshot and detached-manifest paths. The manifest's snapshot_sha256 binds the exact raw snapshot bytes and declares user_supplied or synthetic_fixture supply; omitted supply produces an explicit not_checked artifact. The #660 path has no native PPS import/fetch or redistributed PPS content and invokes no model, external API, human/model judge, ambient clock, file time, or network time; timestamps are explicit inputs. It never edits the draft. A user-chosen revision changes the checked bytes and must re-enter the existing integrity and screening sequence rather than being auto-rewritten by the advisory.

Cited-source v1.2 rows remain separate per title and abstract. A missing abstract is explicit not_checked / unresolved (ABSTRACT_MISSING). They render only in the single Bibliographic Integrity Advisories section and never mint a marker, trigger a gate, or supply replacement text.

Cross-Document Consistency Advisory Boundary (#672)

#672 is not a sixth integrity phase. After the same exact Stage 4.5 PASS, it runs second, after #660, inside the one existing mandatory Stage-5 entry checkpoint. Both bind the identical accepted draft: #660's input_binding.artifact.artifact_id/artifact_sha256 must equal #672's input_binding.accepted_draft_artifact_id/accepted_draft_sha256. Their independent carriers and failure semantics must not be merged.

Before observations are consumed, the #672 finalizer replay-validates the exact builder-produced preregistration-artifact/1.0 sidecar, its provided companion, the exact two-artifact source manifest, and the accepted draft. Methods absence requires an exact named counterpart scope; a performed preregistration deviation requires its third exact manuscript disclosure-scope witness. Missing or unavailable evidence remains not checked and cannot become a clean result.

The result is always LLM-ADVISORY / UNMEASURED. It has no score, pass/fail, gate, issue-count effect, ClaimIntent, rewrite authority, consent/protocol duplicate, or agreement/clean meaning. A #672 contract failure writes no carrier and leaves only bounded ADVISORY_UNAVAILABLE:<CODE>; it does not change the Stage 4.5 verdict, block or delay the checkpoint, enter Phase E, or change formatter/Stage-5 routing. A later manuscript revision stales both #660 and #672 and must re-enter integrity before both rerun in fixed order.

Criterion Trajectory Tracking

Reference: academic-pipeline/references/score_trajectory_protocol.md

At Stage 3' (RE-REVIEW), the pipeline_orchestrator_agent performs a criterion-local narrative comparison and triggers a MANDATORY checkpoint on decision-bearing regressions. It uses NOT_COMPARABLE when the criterion or evidence base changed and produces no numerical score or hidden delta. A typed criterion_trajectory carrier is not wired in the current release and the Integrity Report must not pretend to supply one; see the explicit design-only status in score_trajectory_protocol.md.

Source: SKILL.md on GitHub

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  • 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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Signed by skilld at 7de1c9d. This ties the file your Agent reads to that commit on GitHub. It does not review the instructions.

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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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