04 – AI-First Critique Learning (AFCL): A Faculty Guide for Responsible AI Integration

Submission Number: 385
Submission ID: 5948
Submission UUID: cf3bbe00-b537-46b4-a848-4fa0bdc6145c
Submission URI: /form/resource

Created: Thu, 01/15/2026 - 18:29
Completed: Thu, 01/15/2026 - 18:29
Changed: Mon, 01/19/2026 - 12:02

Remote IP address: 169.235.64.254
Submitted by: Dr. Nabeel Alzahrani
Language: English

Is draft: No
Approved: Yes
Title: 04 – AI-First Critique Learning (AFCL): A Faculty Guide for Responsible AI Integration
Category: Learning
Skill Level:
Beginner (304), Intermediate (305)

Description:
*AI-First Critique Learning (AFCL)* is a faculty-focused framework designed
to help instructors integrate Artificial Intelligence (AI) tools—such as
institutionally supported ChatGPT Edu—into their courses *responsibly and
transparently*.

This guide supports course redesign that emphasizes *critical thinking, AI
literacy, and academic integrity*, shifting assessment from AI-generated
answers to *AI-assisted critique, evaluation, and reflection*. AFCL provides
practical strategies, implementation guidance, and classroom-ready examples
that empower faculty to embrace AI while maintaining rigorous learning
outcomes.

The framework is suitable for faculty across disciplines and supports
campus-wide adoption of responsible AI practices in higher education.



Link to Resource:
- AI-First Critique Learning (AFCL) – Faculty Implementation Guide (https://drive.google.com/file/d/1wGHeMfA3R1suKQDjaOxhyW8bxnU1bNX_/view)

Tags:
ai (271), campus-champions (909), professional-development (18), training (381), workforce-development (337)

Domain:
CCMNet (835)

Would you like to associate this resource with an Affinity Group?: Campus Champions (686)
Private: No