Generative AI and Agentic AI are related but not identical. Generative AI creates responses, images, summaries, drafts, and explanations. Agentic AI organizes steps, uses tools, and supports workflows.
The problem this resource solves
When institutions use these terms loosely, policy and training become unclear. Faculty may prepare for prompt use while students and workplaces are moving toward AI-supported workflows.
Who should use it
- Academic leaders planning AI readiness.
- Faculty teaching AI, management, research, or digital transformation.
- Conference organizers choosing future-facing AI themes.
Core framework
Use a four-level distinction: content generation, task assistance, workflow coordination, and supervised autonomy.
- Content generation creates text, images, code, examples, and summaries.
- Task assistance improves a defined human-led task.
- Workflow coordination connects multiple steps and tools.
- Supervised autonomy requires oversight, logs, evaluation, and accountability.
Practical workflow
- Define the AI capability being discussed.
- Map examples to teaching, research, administration, or professional work.
- Identify the human decision points.
- Discuss what must be logged, verified, or disclosed.
- Create separate guidance for chat tools and agentic workflows.
Examples and applications
- A chatbot drafts a lesson plan; an agentic workflow may gather inputs, generate variants, and schedule review steps.
- A prompt produces a literature summary; an agentic workflow may organize search terms, screen papers, and prepare a matrix for human review.
Responsible-use boundaries
Agentic workflows increase both usefulness and risk. The more steps AI can take, the more institutions need safeguards for data, errors, misalignment, and accountability.
Checklist
- Are we discussing generation or workflow?
- Who approves final outputs?
- What data is used?
- How are errors detected?
- What evidence proves the workflow is useful?
Related pathways
- Generative AI in Education hub
- AI for Research hub
- Responsible AI in Education hub
- Speaking and workshops
- Downloads and tools
- Agentic AI hub
Invite or adapt this topic
This resource can be adapted into a keynote, invited lecture, FDP, research scholar workshop, classroom note, or institutional planning session. For a tailored session, share the audience profile, expected duration, and the practical outcomes required.