Academic Pipeline

• Analyzed: May 16, 2026, 3:06 PM
• Findings: 1
• Version: 1.0.2
• Hash: 1312012f000d20586543582fa3ffac9eb87e364fd1f29290d153f6ff90e7e1a2
• Source: palm
• External report: View on VirusTotal

Findings (1)

The 'ars-academic-pipeline' is a highly sophisticated multi-agent orchestration system designed to manage a 10-stage academic research workflow from initial planning to final publication. The bundle includes detailed instructions for sub-agents such as the 'integrity_verification_agent', which implements rigorous anti-hallucination protocols and reference checking, and the 'pipeline_orchestrator_agent', which manages state transitions and handoffs. While the system utilizes high-risk capabilities—including network access for WebSearch/API calls (Semantic Scholar, OpenAI, Google) and local script execution for LaTeX compilation (via tectonic/pandoc)—these actions are explicitly documented and necessary for the stated academic purpose. The instructions emphasize academic integrity, transparency (RAISE framework), and reproducibility (Material Passport system), with no evidence of malicious intent, data exfiltration, or unauthorized persistence.