12 creative uses of Agentic AI in education and learning

Artificial intelligence (AI) has been transforming industries since its mainstream debut and rapid growth around 2022, and now, innovations like Agentic AI are bringing automation to the next level. 

You’ve probably seen and heard of AI tools like ChatGPT or Google’s Gemini, and maybe you’ve even tried them yourself. But the newest model of AI, Agentic AI, goes above and beyond, allowing anyone to build a system that can observe, reason, act, and learn autonomously. 

This technology has changed the world of education forever, and we’ll see many positive effects of Agentic AI in learning and education, like improved learning ability from students and happier teachers. 

Tech products in the education sector have evolved from learning management systems like Blackboard or Google Classroom and chatbot tutors into powerful learning ecosystems driven by Agentic AI. Here are 12 creative Agentic AI education uses that are transforming learning. 

#1: Autonomous AI tutors for 1:1 learning

Autonomous AI tutors can assess a student’s knowledge and customize lessons to their goals and pace in real time. Students get always-available, personalized support tailored to their needs. These Agentic AI tutors adapt in real-time and learn from the student’s engagement patterns. These tools can even provide additional resources if a student is struggling or let human educators know that this student needs more support in a certain area. 

A famous study by Benjamin Bloom (1984) shows that students who receive more 1:1 learning time perform two standard deviations better on average than students who are educated in the traditional classroom environment (the average student-teacher ratio in U.S. classrooms is 16:1). With Autonomous AI tutors, we get ever closer to that ideal student-teacher ratio of 1:1. 

#2: Context-aware homework help

One of the biggest concerns about Agentic AI uses for learning is that students will misuse or abuse these tools to minimize the amount of actual work they put in. However, Autonomous AI tools have come far beyond these concerns, offering a context-aware solution. These homework helper AI agents can assist with assignments but also assess student intent (e.g., effort vs. copy-paste). This prevents misuse while offering genuine scaffolding to promote learning. 

#3: Real-time curriculum adaptation

One of the biggest tenets of education is to “meet students where they are,” meaning that educators must tailor their lessons to student understanding. Every class (and every individual student, for that matter) will learn at a different speed. With Agentic AI tools, educators can get the support they need to adjust lessons on the fly based on student comprehension signals. For example, Agentic AI education uses could analyze hesitation to answer questions, as well as the types of questions students are asking, to determine readiness to move forward. 

Teachers will receive AI-generated lesson alternatives or suggested changes. This helps ensure student comprehension and reduces the workload on already time-pressed teachers. (The Pew Research Center found that 84% of teachers report they do not have enough time to get their work done during regular working hours.) 

Image via Pew Research Center

#4: Personalized study plan generators

Personalized study plans created by AI agents are transforming how students learn — adapting to performance, attention span, and learning style. While Atera’s AI Copilot doesn’t generate these plans directly, it plays a crucial role in supporting the infrastructure that enables them.

By automating and streamlining IT operations across schools and districts, Atera ensures that EdTech platforms and AI learning tools stay online and responsive. That means fewer interruptions for students, and less tech troubleshooting for teachers and admins. From network monitoring to automated ticket resolution, our AI Copilot helps deliver a smoother digital learning experience.

Explore how Atera supports smarter IT for education on our Education Solutions page.

#5: Self-directed lab experiments in STEM

Imagine a science lab in school where students could actually get the experiments done in a timely fashion, without educators running around like crazy trying to get everyone organized. This would be a much more rewarding experience for learners and educators! 

Today, Agentic AI in education has provided innovations where, in science labs, students can use AI agents to simulate or execute experiments autonomously. These AI agents adapt setups, explain errors, and suggest next steps. This means that each student working on a lab can get immediate feedback rather than waiting for the teacher to make their rounds through the class. 

#6: Autonomous grading and feedback agents

Education is one of the main industries being disrupted by Agentic AI, and autonomous grading and feedback are big parts of that trend. AI agents can evaluate assignments across writing, STEM, and design subjects. These tools provide nuanced feedback that evolves as the student learns. 

Education Week reports that teachers spend an average of 5 hours per week on grading and providing feedback. Imagine how much better they could invest in their students with an extra 5 hours of time per week! 

#7: AI Peer Collaboration Agents

Collaboration between peers is an important part of learning. However, as any educator knows all too well, working with friends in the classroom can also contribute to general disruptiveness and sometimes even chaos. 

With new developments related to Agentic AI in education, students can collaborate with agentic AI peers trained on class content and goals. This keeps small-group interactions on topic and regulated. It also encourages discussion, idea development, and reflection.

Image via Alludo

#8: Mental health and engagement monitors

Ever since the COVID-19 pandemic, mental health has continued to worsen among students, particularly those in middle and high school. The CDC found that 40% of students have persistent feelings of sadness and hopelessness, and 20% of students have seriously considered attempting suicide. It can be challenging for teachers, counselors, and school administrators to stay on top of every student’s mental health status. That is where Agentic AI tools come into play. 

Agentic AI can track patterns in behavior and performance to flag stress, burnout, or disengagement. Then, these tools nudge students or alert educators and support staff as needed to ensure that all students receive the care and compassion that they deserve.

#9: Dynamic language learning assistants

Language learning apps are nothing new, but the introduction of Agentic AI uses for learning into these apps is an exciting development. Language instruction is also a promising component of Agentic AI in education. In the classroom setting and beyond, language AI agents simulate real conversations and react to tone, syntax, and grammar in context. 

Learners get feedback that evolves with fluency, helping them become proficient in their language of choice. These language learning assistants are perfect for complementing a world language class. They could even be used to assign activities or units for homework. 

Image via BBC

#10: Empowering education through smarter IT support

Differentiated instruction is essential in today’s classrooms, but it relies heavily on the seamless performance of educational tools and platforms. When tech issues slow things down, both teachers and students lose valuable time. That’s where AI Copilot steps in — not to teach, but to support the systems that make learning possible.
With Atera’s AI Copilot, school IT teams can quickly resolve issues, automate routine maintenance, and ensure learning platforms run smoothly. This lets educators focus on what they do best: teaching. While AI agents may someday help personalize learning paths, our Copilot already plays a vital role behind the scenes — keeping classrooms connected, digital resources accessible, and downtime to a minimum.

#11: Self-updating learning content

Keeping material fresh and relevant is always a challenge in the educational sector. This is especially important in classes like social studies and English, but there are also constant discoveries in the world of science and beyond. Agentic AI tools can monitor academic and real-world sources to update course content. This keeps students up to date, keeps teachers in the know, and ensures that what learners are engaging with is meaningful and current. 

#12: Gamified learning experiences with smart NPCs

Gamification in learning applies game design elements – think points, leaderboards, or badges – to make education more engaging. These motivating setups can now involve Agentic AI characters that react, evolve, and challenge students. Each session of gameplay is unique and is based on student actions, leading to the ultimate personal experience that keeps students coming back for more. This is sure to be a popular application of Agentic AI in learning. 

Transform learning with Agentic AI in education

Agentic AI isn’t just automating education, reducing time-consuming manual tasks for teachers. It’s also reimagining it for students. These creative use cases show how we can deliver hyper-personalized, equitable, and scalable learning. And it’s all driven by Agentic AI, which can learn, adapt, and act autonomously. 

And Agentic AI isn’t only changing education for teachers and students. Agentic AI is completely disrupting the educational IT space, helping IT departments in schools and educational organizations be more efficient and keep costs low.

If you want to try out the Agentic AI tools transforming the IT space for yourself, get started with a 30-day free trial with no commitment or credit card required.