Title - Alternative
Zero FLU(F): Guided Activity for Effective Artificial Intelligence Prompting and Output Review with t
Date Created
2025
Institution Type
Doctorate-granting university
Course Level
Professional
Modality of Lesson
Hybrid
Category
Ideation and Structuring
Primary AI Tool Used
Copilot
Learning Objectives
Learning Objectives:
- To improve AI literacy around GenAI model interactions
- To build confidence interacting through GenAI inputs (prompt building)
- To extend critical thinking through evaluation of GenAI output
- To interact and co-create output with a GenAI model
- To apply the FLUF(F) Test model to generative AI interactions
Strategy Description
To support AI literacy, educators integrate the FLUF(F) Test Guided Practice Activity as a structured approach to teaching effective GenAI interactions. This strategy emphasizes the dual nature of AI engagement—prompt generation as input and critical evaluation as output. Learners use the FLUF(F) Test templates to craft purposeful prompts and assess AI-generated responses across formats like text, images, or multimedia. Over time, this guided practice helps students internalize the process, enabling confident and natural interactions with AI tools.
Publisher
University of Central Florida Libraries
Keywords
AI literacy; GenAI; Prompt; Critical evaluation; Information literacy; Digital citizenship; Ethics; Academic integrity; Hallucinations; Discipline; Authentic assignment; FLUFF Test; FLUF Test; FLUF; FLUFF
Subjects
Prompting (Education); Artificial intelligence--Educational applications; Active learning--Planning; Critical thinking--Computer-assisted instruction; Automation--Evaluation
Type
Text; Document
Extent
16 pages
Collection
Series
Relation
https://www.drjenniferparker.com/fluf-test-for-artificial-intelligence.html
Audience
Faculty; Students; Educators; Librarians
Creative Commons License

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License
Recommended Citation
Parker, Jennifer L., "Zero FLUF(F): Guided Activity for Effective AI Prompting and Output Review with the FLUF(F) Test" (2025). Teaching Repository of AI-Infused Learning. 14.
https://stars.library.ucf.edu/traiil/14
FLUF(F) Test Guided Practice Activity - TEMPLATE
Comments
Zero FLUF(F): Guided Activity for Effective AI Prompting and Output Review with the FLUF(F) Test
Activity: FLUF(F) Guided Practice Activity TEMPLATE
Purpose
The purpose of this assignment is to strengthen AI literacy by focusing on two essential skills: effective prompting and critical evaluation. The FLUF(F) Test protocols will be used to guide learners in their use of a GenAI model. The FLUF(F) Test Guided Practice Activity teaches students how to apply the FLUF(F) Test protocols to improve interactions with generative AI (GenAI) models. The goal is to achieve “Zero FLUFF” by creating a successful prompt that generates useful results that contain no hallucinations or inaccuracies.
What is the FLUF(F) Test?
The FLUF(F) Test is a protocol to guide AI interactions. The FLUF(F) Test provides: