Showcase: Full Academic Pipeline Output

Complete artifacts from a real 10-stage academic pipeline run, demonstrating the end-to-end quality assurance process.

Paper: From Snapshots to Trajectories: How Agentic AI Will Redefine Student Learning Outcomes and Transform Student Success Measurement — Implications for Taiwan's Next Cycle of Institutional Accreditation

Paper Outputs

File	Description
full_paper_apa7.pdf	Final paper (English, APA 7.0 format)
full_paper_zh_apa7.pdf	Final paper (Chinese, APA 7.0 format)

Integrity Verification Reports

File	Stage	Verdict
integrity_report_stage2.5.pdf	Pre-Review (Stage 2.5)	FAIL — found 15 fabricated refs + 3 statistical errors
integrity_reverification_stage2.5.pdf	Re-verification (Stage 2.5)	PASS — all 22 issues fixed
integrity_report_stage4.5.pdf	Post-Revision (Stage 4.5)	PASS — zero regressions, 3 new refs verified
post_publication_audit_2026-03-09.pdf	Post-Publication Audit	21/68 refs corrected — manual WebSearch stress test

Peer Review Reports

File	Description
stage3_review_report.pdf	Round 1: EIC + 3 Reviewers + Devil's Advocate (5 independent reviews)
stage3prime_rereview_report.pdf	Re-review after Round 1 revisions
stage3_review_report_r2.pdf	Round 2: Follow-up review
response_to_reviewers_r2.pdf	Author's point-by-point response to reviewers

Process Documentation

File	Description
paper_creation_process_en.pdf	Pipeline process documentation (English)
paper_creation_process_zh.pdf	Pipeline process documentation (Chinese)

Pipeline Stages Covered

Stage 1: Deep Research (13-agent research pipeline)
Stage 2: Paper Writing (12-agent writing pipeline)
Stage 2.5: Integrity Verification ← MANDATORY, caught 22 issues
Stage 3: Peer Review Round 1 (EIC + R1/R2/R3 + Devil's Advocate)
Stage 3': Author Revision + Re-review
Stage 3-R2: Peer Review Round 2
Stage 4: Final Revision
Stage 4.5: Final Integrity Verification ← MANDATORY, confirmed 0 regressions
Stage 5: Finalization (LaTeX → PDF, bilingual)
Stage 6: Process Summary
Post-Publication: Manual WebSearch audit of all 68 refs → 21 issues found & fixed

Post-Publication Audit (2026-03-09)

After the pipeline completed, a manual WebSearch audit of all 68 references revealed 21 issues (31%) that survived three rounds of automated integrity checking. This stress test led to the integrity verification agent v2.0 overhaul (Anti-Hallucination Mandate, gray-zone elimination, known hallucination pattern library). See post_publication_audit_2026-03-09.pdf for the full report.