- Work challenge
- Graduate research needs methodological judgment, question design, quality review, and sustained advisory support, not merely writing assistance.
- Role and approach
- Combine long-standing teaching and research-advisory experience with systems that structure proposals, literature, methodology, analysis, and review.
- System or framework
- Develop workflows and tools through Research OS / AI Reviewer so researchers can see questions, methods, evidence, and feedback systematically.
- Related outputs
- Research-support systems, workflow guidance, and quality-review frames for academic work.
- Value created
- Improves research-question clarity, reduces duplicated work, and makes review standards easier to explain and repeat.
- Related capability
- AI for Research
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