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Bias and Information Literacy with LLMs and AI Agents

This workshop, “Bias and Information Literacy with LLMs and AI Agents,” addresses the critical need for educators to understand and navigate the ethical complexities of artificial intelligence. It was designed to move beyond a simple “how-to” guide for using AI in the classroom, focusing instead on the development of an analytical pedagogical mindset. The core objective is to equip teachers with a strategic framework for identifying and addressing the inherent biases present in both large language models and goal-driven AI agents and give them actionable tools to use with their students.

Facilitated By

Gemma Keating

Mathematics Teacher, Li Po Chun United World College

Gemma Keating is an International Mathematics Educator at Li Po Chun United World College of Hong Kong focused on leveraging artificial intelligence to cultivate deep analytical thinking. With 12 years of experience, she designs learning experiences where AI acts as a catalyst for complex problem-solving, enabling students to model concepts, analyze data, and strengthen their reasoning skills. Looking to the next frontier, Gemma is actively exploring the potential of agentic AI in the classroom. She investigates how autonomous AI agents could function as personalized Socratic partners or research assistants, empowering students to navigate complex inquiries and develop greater intellectual independence. Currently pursuing a Masters in Education Technology, Gemma is dedicated to shaping a future where AI amplifies, rather than replaces, essential human analysis.

Other Sessions in Yokohama

  • Beyond Academics: How AI Drives Student Engagement, Communication, and Confidence at Scale

    Lorraine Sin, LMHC

  • AI Personas for Empathic Design

    Brycen Davis

  • Teaching in the Gap: AI, Bias, and Building Adaptive Learners

    Ryan Tannenbaum

  • AI and Creativity (What helps, what hurts, and what to do about it)

    Fuad Hasanagić

  • Admissions’ AI Policies: Who Benefits, Who falls Behind, What Counselors Need to Clarify

    Andy Tonsing

About the Organizer

21st Century Learning (21CL) organizes top-tier conferences and events that align with its mission of “Building Communities of Learners”

Aside from AIFE, our annual event portfolio includes International Schools Asia Conference, 21CLHK Conference, GBA School Awards, PHASE Asia Pacific and PHASE China (PE, Health, and Athletics), OFFSEAS (Outdoor Education), Lead to Succeed (Education Leadership), and InnovateEDU South Korea.

Led by educators with deep experience in Education Leadership, Professional Learning, EdTech and Progressive Pedagogy. 21CL also offers consultancy and professional learning services for schools.

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