Artificial Intelligence Training:
Transcendence through Reflection
by Bruno Accioly – 24.08.2025At narra, we understand that professional training in Artificial Intelligence goes beyond technical mastery of tools. We believe that operating a system is not the same as understanding it — and it is at the intersection of Technical Practice and Critical Thinking that we educate professionals.
Our commitment is to an integral education that encompasses both the effective use of tools and a deep understanding of the principles that govern them. To achieve this, we employ robust, interdisciplinary teaching methodologies that are sensitive to the complexity of learning.
Our methodology draws on Backward Design, Mediated Learning, and Dialogical Questioning, which can be better understood in the overview below:
- Backward Design ("Understanding by Design", Wiggins & McTighe, 1998), which begins with the final objective — what one wishes to understand and be able to apply — and builds the learning journey from what truly matters;
- Mediated Learning ("Mediated Learning Experience", Feuerstein, Rand, Hoffman & Miller, 1980), which values the mediator as a facilitator in the construction of meaning, rather than merely a transmitter of information; and
- Dialogical Questioning, influenced by the Socratic Method, with an emphasis on the use of metaphors and analogies as cognitive tools for understanding complex topics, especially in the field of AI.
This approach allows us to educate professionals who not only know what to do, but also know why they do it, how they do it — and with what impact.

Visualization and Metaphor as Cognitive Bridges
To this end, narra develops and applies proprietary learning instruments that use metaphors, analogies, and practical visualizations of how the technologies under study work internally. These instruments foster greater familiarity between learners and the objects of study, promoting understanding, confidence, and creative autonomy.
In addition, these visual and symbolic resources have profound Andragogical value: by representing technical concepts in a sensitive and accessible way, they support professionals’ learning and comprehension — as adults learn best when they can see, interpret, and relate content to their practice and prior experience.
A Culture of Reflective Iteration
As an educator and researcher, encouraging continuous reflection throughout the process is important to me and, by extension, to narra. In this context, teaching means engaging with the learner’s context, provoking insights, listening carefully, and adjusting the course in real time. There is no rigidity; there is active listening. For this reason, every learning journey is alive, mutable, and shaped together with the person who is learning.
Another central practice is the informal testing of understanding throughout interactions. In my view, it is important to make propositions frequently, fall silent, and observe the result. This pause is not absence; it is a space for reflection. A space for the other person to construct meaning, respond, and transform. In my view, the teacher should act as a catalyst — not as the center.
Finally, constant attention to the emotional impact of learning stands out. narra understands that educating is not merely transmitting knowledge, but touching and mobilizing people. A professional who feels they have understood something deeply is someone who incorporates, applies, and transforms it. This integration of emotion, concept, and practice is one of the greatest distinctions of the educational experience we offer.

Microexploration and Affective Curation
Two subtle yet deeply structuring elements of narra’s Andragogical practice are the Microexploration of Signs and the Affective Curation of content. Microexploration of Signs is an invitation to look with heightened attention at a detail — a metaphor, a symbol, a function — and, from there, expand an entire universe of understanding. This technique enables the learner to transform something apparently small into a starting point for broader connections.
Affective Curation, in turn, reveals itself in the choice of materials, in the way content is presented, and even in the silences between one idea and the next. I do not believe in merely delivering what must be learned, but in creating an emotionally safe, ethically and aesthetically intentional environment in which learning becomes a pleasurable, meaningful experience that respects each person’s journey.
These choices point toward my deep conviction: that Teaching means creating bonds between Knowledge and those who receive it. And that is precisely why training at narra leaves marks that go beyond the professional — and reach the human being.
From the Abstract to the Concrete
In narra’s courses, learners encounter not only abstract concepts, but also direct contact with the technologies shaping the present and the future. We work with Language Models (LLMs), RAGs, and other artificial intelligence architectures; we explore voice-over, music, images, presentations, and generative video as forms of creative expression; we teach the use of Actions (Actions), Tools (Tools), and Orchestration techniques (Scaffolding) to enhance workflows; we delve into no-code and low-code automation, Vibe Coding as a productivity practice, and hosting management strategies. We also address the use of APIs in the design of digital products, educating professionals capable of combining imagination, technique, and real-world impact.
This breadth allows each participant to move among distinct fields, composing their own repertoire of competencies with confidence and critical vision.

Evangelize, Inspire, and Fascinate
At a time when Artificial Intelligence is increasingly permeating human work, teaching is no longer merely a technical matter, but an almost liturgical mission. In my view, narra should have the role of evangelizing without dogma, inspiring without rhetoric, and fascinating without illusion. Creating an environment where knowledge enters not only through the intellect, but also through sensitivity.
Andragogy is characterized by the understanding that adults only truly learn when they are affected. And here, to affect does not mean to disturb… it means, rather, to make something resonate. It means awakening in the learner the awareness that what they are learning has implications for the world, for people, and for themselves. This is why narra’s approach intentionally seeks to provoke, move, and connect.
Training a professional today means, above all, giving meaning to their place in a world transformed by AI. It means offering instruments, but also revealing meanings. It means preparing them to act competently, but also consciously.
If, in the end, they leave a narra course with a little more courage to create, presence to listen, and responsibility to act, then perhaps, just perhaps, we are doing what we call, around here, education.by Bruno Accioly – 24.08.2025