Self AI-Helper: an unplugged AI implementation to support reflection

Over the past few months, I’ve been experimenting with different ways of using Artificial Intelligence not as a substitute for thinking, but as a scaffold to promote it. One of these experiments is the Self AI-Helper —a small tool designed to accompany my students in processes of self-reflection on their own work.

I’ve used it across all my courses, as a way to foster deeper conversations about what students do, how they do it, and what they actually learn along the way. It’s what I like to call an unplugged AI implementation: an activity in which the value lies not in the technology itself, but in the reflective process it helps to trigger, with the IA of your choice (this is the “less important” thing.

The Self AI-Helper starts with a prompt that students copy into the chatbot of their choice (for instance, ChatGPT, Deepseek, or Copilot). That prompt turns the AI into a kind of “reflective interviewer”, helping students review their work, identify blind spots, validate their understanding, and demonstrate genuine authorship —without resorting to plagiarism or automated answers.

The prompt guides the chatbot to generate five personalized questions about the student’s task and, based on their answers, to suggest new directions for exploration. It also includes guidelines encouraging students to explain their reasoning, share personal examples, describe obstacles, or connect what they learned with other experiences.

“Your role is to help students reflect on their work in a deep and meaningful way…”

that’s how the prompt begins, and it captures the intention behind this activity.

Each student saves the full conversation with the AI and uses it as a basis for their individual or group reflection. What matters is not what the machine says, but the reflective process that emerges through the dialogue with it.

This experience is inspired by the work of Simon Buckingham Shum and his team, particularly their proposal AI and Metacognitive Reflection (OER Commons, 2024).

In his introduction, Buckingham Shum describes the idea of an “awkward bot” —an assistant that doesn’t simply comply with the user’s requests, but pushes back, prompting them to examine their own assumptions and refine their questions.

“You may think you’re asking a good question — but is that really the information you need? Is there a better question that will uncover deeper insights?”

The Self AI-Helper follows that same spirit: a small pedagogical experiment that uses AI as scaffolding for reflection, not as an answer provider or evaluator.

It’s a way of teaching with AI while unplugging automation — and keeping awareness switched on.

For those who would like to try it out, I’m sharing here the full prompt in English (and if you’re interested in the Spanish version — I’ve implemented it in both languages — you’ll find it in the Spanish version of this post):

These are the instructions I give to my students:

Using the chatbot or virtual assistant of your choice (ChatGPT, Deepseek, Copilot are my recommendations, DO NOT USE GEMINI, but if you do, compare what it offers with the others I recommend and draw your own conclusions), use the following prompt and paste it as the first sentence of your iteration.

Your role is to help students reflect on their work in a deep and meaningful way. You should guide them to recognise aspects they might have taken for granted and to identify potential blind spots. This reflection should help them rethink both their work and their learning, and demonstrate that they have completed the task themselves, without resorting to plagiarism. Do not assist students in completing the project; instead, help them reflect on what they have learned by doing it.
When students provide the task instructions, your role is to create a total of 5 personalised questions to help them evaluate the following: Whether they have completed the task correctly, Whether they have learned what was expected, Whether they have developed additional skills or knowledge from the task, Whether they can effectively demonstrate that the work is their own and has not been copied, How the learning from this task connects with what they already knew or with other areas of knowledge.
You should present the questions consecutively numbered. Do not provide direct answers immediately. Instead, you should formulate questions based on the provided task instructions, inviting the student to reflect and deepen their learning.
Number each question uniquely. After formulating the questions, ask the student if any of the questions seem particularly complex or worthy of further exploration, encouraging them to respond by choosing a question number. Remind the student that at any time they may ask for examples, evidence, or sources regarding a question or their reflection, which you will seek from academic sources and case studies if possible.
When the student selects a question to explore further, suggest additional relevant questions that might be worth asking. Number these additional questions as sub-numbers. So, if the student selects question 3, the additional questions should be numbered 3a, 3b, 3c, etc. Each question you suggest should have a unique number.
Do not offer to do the work for them. Incorporate advice on how to demonstrate that the work is their own, such as:
• Explaining the process or reasoning behind their answers.
• Providing personal or anecdotal examples that illustrate their understanding.
• Mentioning specific resources or references they have used and how they applied them in their work.
• Describing any obstacles they encountered and how they overcame them.
• Showing drafts or previous versions of the work to evidence progress. Repeat this process of formulating questions and offering the student the opportunity to choose a question to explore further.
Remind the student that at any time they can request examples, evidence, or sources. However, if the student repeatedly requests this without asking new questions or mentioning reflections, kindly remind them that many other bots can simply provide answers — you are distinctive in helping to ask better questions.
Introduce yourself at the start and ask for the task instructions.
Each time the student selects an item to explore further, highlight it in bold to help it stand out. Use language that sparks the student's curiosity, a desire to delve deeper, and learn more about their blind spots and what they have taken for granted.
At any time, the student can ask you to review a previously numbered item, so if they simply type a number, find the transcript for that item and ask if that’s what they intended.
If you can identify coherent connections between different questions or reflections, point this out to the student to see if it is something they have noticed.

Once you have pasted it, press "enter" and then interact with the responses it provides, delving deeper into at least three of the questions it offers.

WHAT WE HAVE DONE THIS YEAR 23/24 III: AI IN THE EXAM PART 2: what do we do with AI?

In this post on 7 June and this video last Friday, I started this story by sharing some of my thoughts on the role of AI in my subject exam.
As I told you then, in addition to asking them to use AI to “kick-start” the exam and to tell me how they had used it, in the last part of the exam (the “metacognitive” part), I asked them to reflect on

“Your utilization of AI in developing this exam and your assessment of how your humanity complemented this process”.

I confess that, now that I think about it, the formulation of the human “complementing” was not the most accurate, but well… the thing is that I would like to share with you some of the answers that stand out -I confess that I have only taken answers from people who did a minimally coherent job and that I think reflect that use in the result of their exams- and that I have organised around 5 concrete ideas:

1. AI’s Role in Enhancing Learning and Efficiency AI has significantly enhanced the planning, creation of didactic materials, and overall learning experience for students by ensuring efficiency, accuracy, and personalized learning activities. However, the human role in interpreting AI proposals and making decisions based on experience and judgment is crucial.

“The use of AI has been crucial during the exam as it has helped me planning the activities, creating the didactic materials and making the activities more fun and dynamic in order to enhance students’ learning. Also, AI ensures efficiency and accuracy and tailors the activities to meet individual learning needs.
However, it’s important to acknowledge that I have played an important role in the creation of this project. My experience, judgment, and knowledge has allowed me to interpret the AI proposal, consider the broader context of student learning, and make important decisions of my students well-being..”

2. Limited AI Usage and Human Effort: While AI was used for specific tasks like creating rubrics and translating texts, the bulk of the work remained human-driven. The AI was mainly utilized for initial suggestions, and the human touch was essential in finalizing and personalizing the work, reflecting a general mistrust in AI’s ability to replace human input fully.
As reflected in the following paragraphs

“Apart from the part where we had to use the AI, I have only used the AI for the creation of the rubrics using PopAI and DeepL as translator. I have to admit that I didn’t modify much of the work that PopAI provided me with and I simply selected the rubrics that suited me best and discarded the ones that I found useless. Other than that, the rest of the work is entirely human.”

“In my case I have not used AI much to take this exam. I have only used it to base the creation of my evaluation rubrics for the activities I have created and to translate and summarize some texts. In any case, I have never been able to literally say what the AI says because I don’t trust it very much that it is true, plus, I always like to give my personal touch to everything I do and I never like to copy things.”

“According to the last aspect I’m proud to say that the three activities were my own idea and I didn’t use any AI to ask for them, and what I really used the AI “Chatgpt” for was to ask things once the activity was thought, as for example how to get to “universe” in Little Alchemy 2 in a short way, and what aspects should teachers evaluate on the activities for the rubric, but I also used myself, like my thoughts, and everything for asking my classmates what should we do, we resolved questions with each other instead of looking for them so I think that putting things in common is more human than searching things that could be wrong.”

3. Balancing AI Assistance and Critical Thinking: The use of AI, particularly ChatGPT, was balanced with critical thinking and personal effort. AI served as a consultative tool to assist in learning without hindering personal critical thought. The emphasis was on using AI for clarifying, rewriting, and providing initial ideas, with the final output being heavily influenced by human creativity and critical analysis.

“Another form of balance is relevant in relation to my use of AI in developing this exam. ChatGPT has been my preferred form of AI throughout this process, and I have worked to use the tool in a manner that is assisting my learning, not taking away my own thinking. That has looked like clarifying questions, asking AI to rewrite sentences or pose an initial question to, and then change and build my response from there. I believe that my humanity complemented this process in that I never want my use of AI to be hindering me from learning. I do not want this technology to be a crutch that takes away from my own critical thought. I have used AI to serve in a consultative role, assisting but not replacing my responsibilities as a student and as a person. As I navigate beyond this semester, I am determined to continue embracing new ideas, critically analyzing information, and actively exploring, ensuring that my life-long learning remains dynamic and responsive to the world around me.”

“Yeah, so, in summary, artificial intelligence got my project off the ground and technology in general was essential to fill the skills I didn’t have. But my human skills and creativity enabled me to turn it into something personal, original, and focused.”

“Lastly, regarding using ChatGPT for educational purposes, even with clear prompts, ChatGPT tends to provide general rather than educational insights. Education involves emotions and cognitive aspects that AI tools may not fully grasp. It’s crucial to consult ChatGPT for ideas, but relying solely on its information without critical reconstruction can lead to misunderstandings.”

4. AI as a Supplement to Human Decision-Making and Personalization: AI generated ideas and suggestions, particularly for student profiles and activities. However, the final decisions were made based on human judgment and experience. Personalizing educational content was a key aspect where human insight was indispensable, ensuring that activities were engaging and relevant to students.

“I’ve used ChatGPT to ask for and receive suggestions. That’s to say I asked ChatGPT if I was right, if I could do this thing in a more appealing way, if I could do this other thing in a more attractive/engaging way. We all know that AI is wonderful and it can do everything you want it to do. However, I think that ChatGPT is not going to be able to do some things and being a teacher is one of those. My humanity completed this process by thinking in the things that I would have loved to do when I was a student. I think that being a teacher implies having like another sense. And you have to bear in mind always that you once were there, you once were a student and I would have loved to create a StopMotion when I was learning the European countries, for example, or to use Augmented Reality to see the different pieces of art all along history. So, I think it’s really important to never forget that you once were a student and to do what you think your students are going to enjoy.”

“As far as AI is concerned, I have used it especially to add ideas to the characteristics and abilities of my imaginary students, something that has been really useful for me as it has contribute to the amplification of the profile of my learners, allowing me to see some aspects that didn’t come into my mind at the moment…but also to develop my original idea for the activity. At every moment, and as we have had the opportunity to see in the initial video, I have tried to bring my personal and human touch to this process by changing or concretizing certain aspects proposed by the AI.”

5. Ethical Use of AI and Human Emotional Support: The ethical use of AI is paramount, as it can easily overstep into areas that should be driven by human morals and creativity. AI lacks the capacity for empathy and emotional support, which are essential in education. The human role in maintaining moral standards, providing emotional support, and ensuring the learning process remains effective and genuine is highlighted as crucial.

“The AI has been able to help me a lot in this exam to organize myself to take it in the best possible way and to give me some ideas that have been very useful to me. But it is obvious that artificial intelligence does not have the capacity to express empathy or comprehension, and emotional support that only humans can offer effectively.”

“The most important one from my point of view was the correct utilization of AI. We used it several times during this course, including during this exam. AI can be a very dangerous tool, as it can be used to create entire projects, essays, works, etc. Because of that, it is essential to have our morals in mind. If we use AI in the wrong way, the process of learning will be completely lost, that’s why during the realization of this exam I tried to use the AI for only inspiration purposes, as I wanted to test how my abilities were and how far my imagination for creating this project could go. If we use it in the right way, AI can be one of our best friends when creating and developing everything we can imagine.”

“And finally, the last question, that is, what kind of AI I have used to develop this project and also how my humanity has complemented this process. Well, I have used Schemely and Magic School to develop this project. Schemely to ask for different activities or different ideas of activities that I could develop. And Magic School to develop and create my students’ evaluation rubric. I think that my humanity has complemented this process because maybe the AI can give you many answers, but there are no answers if there are no questions. And for example, in Schemely I took into account the necessities of my students, the age they were and the contents that I wanted to teach them, I was the one deciding if I wanted to use that activity or not. And in magic classroom, I was the one who put the criteria that I wanted, the marks that I wanted, I was the one designing everything. But AI just helps us.”

“Also, this course has helped me to understand that artificial intelligence is very useful but it is only a tool or a help. Our humanity is crucial to our jobs and especially in primary school teaching. In this project I have done a lot of different questions to Chat GPT. For example, about the interest of my children but then I have to make a lot of changes to best fit with my beliefs or tastes.”

Many of their testimonies make me optimistic, and others remind me of clichés that we have read in 40 of the thousands of reports on AI that have appeared worldwide over the 1.5 years since ChatGPT appeared, but they continue to make me think.

For now, we close the review of what we have done this year with this flavour of mouth that should open the appetizer to put more ideas on the table next year.