Topic
Generative AI
A curated path through my Generative AI work for faculty, research scholars, and institutions: start with academic adoption, then move into assessment, classroom policy, research workflows, and academic-session options.
Reading path
Use this collection as a sequence: first understand the academic issue, then move to policy, assessment, teaching material, and session options.
Begin with responsible adoption before selecting tools.
Move next to classroom policy, assessment redesign, and faculty prompts.
Use the speaking links if the need is an FDP, invited lecture, or institutional discussion.
Selected notes
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Complete Guide to Generative AI in Higher Education
A comprehensive guide for understanding, teaching, governing, and responsibly adopting Generative AI in colleges and universities.
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Generative AI in Higher Education: Responsible Adoption Beyond the Hype
A roadmap for AI literacy, classroom use, assessment redesign, disclosure, and institutional readiness.
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Generative AI for Higher Education: A Practical Starting Framework
A structured introduction for faculty and institutions planning responsible classroom and academic use of Generative AI.
Additional notes
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Complete Indian Higher Education Guide to Generative AI
A complete guide for Indian faculty and institutions adopting Generative AI responsibly.
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Generative AI vs Agentic AI: What Institutions Need to Know
A clear comparison of chat-based AI, generative systems, AI agents, and institutional implications.
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Prompt Engineering for Faculty Members
An academic note on writing prompts that support teaching, assessment, feedback, classroom activities, and faculty productivity without replacing professional judgment.
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Faculty Development Program Modules for AI Adoption
A modular structure for designing FDPs on Generative AI, teaching, assessment, responsible use, and institutional readiness.
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How to Organize a One-Day FDP on Generative AI
A planning guide for departments and FDP cells organizing a one-day Generative AI faculty program.
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One-Day FDP Structure: Generative AI for Teaching and Assessment
A modular FDP plan for AI literacy, hands-on demonstrations, assessment redesign, and classroom policy.
Teaching material
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Faculty Prompt Bank for Teaching and Assessment
Prompt patterns for lesson planning, rubrics, feedback, MCQs, caselets, discussions, and limitations.
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Generative AI Classroom Policy Template
A template faculty can adapt for course-level AI use, disclosure, restrictions, and academic integrity.
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AI Disclosure Statement Examples
Examples students and researchers can adapt to describe how AI was used, verified, and bounded.
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Research Workflow Checklist
A staged checklist for using AI responsibly from topic selection to publication preparation.
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Assessment Redesign Worksheet
A worksheet for reviewing assignments and redesigning them for process, reasoning, evidence, and AI-aware integrity.
Academic session topics
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One-Day FDP Blueprint: Generative AI for Faculty
A four-session FDP structure for responsible Generative AI use in teaching, assessment, and policy.
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AI Policy and Governance Workshop
A workshop for institutions developing practical AI policy, governance, and readiness structures.
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Prompt Engineering for Faculty
A hands-on session on prompt design for teaching, feedback, assessment, and classroom activities.
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AI for Academic Leaders
A leadership briefing on AI readiness, faculty development, governance, and institutional direction.
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AI-Enabled Teaching, Assessment, and Feedback
A workshop on using AI to improve teaching preparation, feedback quality, and assessment design.