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SuanNi
SuanNi
May 20, 2026 · Artificial Intelligence

AI‑Powered Research Workflow: When to Trust the Tools and When to Supervise

The article surveys AI‑assisted research across the full lifecycle—creation, writing, validation, and dissemination—detailing the capabilities of prompt engineering, retrieval‑augmented generation, training‑free agents and hybrid methods, reporting benchmark numbers, failure modes, and governance challenges that dictate when human oversight remains essential.

AI research automationPrompt EngineeringRetrieval Augmented Generation
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AI‑Powered Research Workflow: When to Trust the Tools and When to Supervise