Safe
Privacy, boundaries and good practice from day one.
In-person training · Responsible, human-centered AI
AI to learn better, not to stop thinking.
We bring Responsible AI and Human-Centered AI research down to practice: learning to use artificial intelligence with judgment and safety, with people always in charge.
With judgment
Verify, cross-check and understand. Judgment over the shortcut.
Human-centered
AI amplifies what you already know how to do; it never decides for you.
Rigorous
Responsible AI research translated into everyday language.
One prism, a thousand reflections
Knowledge, taken apart
and put back together.
Who it's for
Three views of the same prism.
The same rigour, a different way in for everyone.
01Teachers
Bring AI into the classroom with judgment
Concrete activities, student privacy and clear answers to «is this cheating?». No empty theory.
02Students
Learn faster, without shortcuts
Your own method to study with AI without letting it study for you. Your judgment stays with you.
03General public
Understand what AI does — and what it doesn't
Less fear and less hype: the confidence to use it in your daily life safely and with common sense.
The approach
There are two ways to use AI.
The difference between the two defines everything we teach.
As a shortcut
AI does the work for you
Write the summary of unit 4. I need it today.
Sure. Here is the full summary of unit 4, ready to hand in.
Great. Copy, paste, submit.
Assignment submitted. Nothing learned.
As a boost to your abilities
AI helps you understand
Explain unit 4 with an example. And give me citations from the reading so I can check it.
Sure. Here is the core idea with an everyday example. And three sources to verify it: the textbook (ch. 4), a 2021 paper, and the lecture notes.
Now explain it at three levels: like to a child, at high-school level, and at expert level.
Level 1: the simple version. Level 2: a bit more detail. Level 3: the technical nuance and its limits.
Let me see if I got it: this happens, because of this, and it leads to this result. Is that right?
Almost perfect. One nuance: the cause isn't the only one — there's a second factor. Everything else is spot on.
Understanding that stays.
This approach has a name: Human-Centered AI.
It's not just our preference — it's the international research framework for AI systems that keep people in charge: AI amplifies human abilities, it doesn't replace them. It's the field we work in, and everything we teach comes from there.
Not to replace you. To amplify you.
What we teach
Real-world AI use, with judgment.
Practical, in-person courses. Each one says who it's for.
EveryoneAuditing what an LLM says
Spotting errors, bias and hallucinations. Not believing everything, and verifying before you use it.
Learn more →
StudentsYour study method with AI
A personal workflow to learn faster, go deeper and revise —without outsourcing your thinking.
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TeachersSafe AI in the classroom
Concrete practices, pedagogical boundaries and student privacy for teachers.
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EveryoneAsking with purpose
Phrasing better to understand better. Turning AI into a counterpart that makes you think.
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General publicPrivacy and your data
What you share —and what you shouldn't— when you use these tools. Informed decisions.
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EveryoneCritical thinking about AI
When to trust, when to doubt and how to cross-check. Human oversight as a skill, not a slogan.
Learn more →For institutions
Training programmes backed by your municipality.
The EU AI Act (Art. 4) already requires AI literacy as of February 2025. Calidoscopio designs a tailored programme and brings it to schools, libraries and community centres — with tracks for every audience. The municipality promotes it; residents take part free of charge.
For students
Workshops in schools and libraries: using AI with judgment to study better, without shortcuts.
For teachers
Training for the staff room: safe AI in the classroom, time saved and clear pedagogical boundaries.
For the general public
Open sessions in community centres for residents of all ages.
One programme, three coordinated tracks for the whole municipality.
Why Calidoscopio
Frontier research, in everyday language.
MSc in Responsible AI
Biologist from the University of Granada and MSc in Responsible AI. My work centres on Human-Centered AI: how to design and use artificial intelligence systems that keep people in charge — their judgment, their privacy and the way they think.
Calidoscopio exists to bring that research down to practice: no jargon, no hype and no complicated maths. The difference between repeating what the news says about AI and truly understanding how to use it to learn better.
Principles
What we won't compromise on.
Safety & privacy
What data you share and what you don't. Clear boundaries from day one.
Transparency
Understanding what the tool does — and what it doesn't — before trusting it.
People in charge
AI proposes; you decide. Never the other way round.
Critical thinking
Verify, doubt and cross-check. Judgment over the shortcut.
The format
In person, in small groups.
In keeping with teaching people not to outsource their thinking: human pace and real conversation. We bring the training to your centre or community.
We bring the training to your community
Your centre, your library, your company.
Frequently asked questions
What we get asked most.
Do I need to know about technology to attend?
No. We start from scratch and explain without jargon. If you can use a phone, you can follow the course with no trouble.
Is the training in person or online?
In person, in small groups. We come to your centre, library, company or town hall. It's part of our method: human pace and real conversation.
How can a municipality bring in Calidoscopio?
Get in touch and we'll design a tailored programme with tracks for students, teachers and the general public. The municipality promotes and funds it; residents take part free of charge.
Do you teach people to cheat with AI?
Quite the opposite. We teach people to use AI to learn better and with judgment —not to copy or outsource their thinking.
What is this «responsible AI» thing?
It's the field that studies how to develop and use AI safely, fairly and transparently. It's not a marketing label: it's an academic discipline — and the area of the MSc that backs this training.
What does «human-centered» mean?
That AI amplifies your abilities instead of replacing them. It's called Human-Centered AI and it's the framework for everything we teach: you think, decide and learn; the tool amplifies you.
What backs the training?
An MSc in Responsible AI, applied work in Human-Centered AI and a scientific background from the UGR — international methods translated into practice.
Learn to use AI with judgment.
Get resources, dates for open courses and notices of new sessions. No spam.
Let's talk
Want to use AI to learn better?
Tell us who you are —teacher, student, family or institution— and we'll tell you how Calidoscopio can help.
contact@calidoscopio.io