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AI: The YouTube of knowledge work

AI: The YouTube of knowledge work | Edumorfosis.it | Scoop.it

I have a confession to make: I love YouTube. There, I’ve said it. At least 30-40% of my viewing content is on this platform – either short form content or longer form material too. Beyond just enjoying the content, I’ve come to appreciate how this platform has fundamentally transformed media creation and consumption. This transformation, I believe, offers fascinating parallels to how AI is reshaping knowledge work and education.

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New Learning Ecologies, Instructional Design, EdTech, eLearning, mLearning & more...
Curated by Edumorfosis
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AFT to launch National Academy for AI Instruction with Microsoft, OpenAI, Anthropic and United Federation of Teachers

AFT to launch National Academy for AI Instruction with Microsoft, OpenAI, Anthropic and United Federation of Teachers | Edumorfosis.it | Scoop.it

The AFT, alongside the United Federation of Teachers and lead partner Microsoft Corp., founding partner OpenAI, and Anthropic, announced the launch of the National Academy for AI Instruction today. The groundbreaking $23 million education initiative will provide access to free AI training and curriculum for all 1.8 million members of the AFT, starting with K-12 educators. It will be based at a state-of-the-art bricks-and-mortar Manhattan facility designed to transform how artificial intelligence is taught and integrated into classrooms across the United States. 

The academy will help address the gap in structured, accessible AI training and provide a national model for AI-integrated curriculum and teaching that puts educators in the driver’s seat.

Edumorfosis's insight:

La AFT, junto con la Federación Unida de Maestros y su socio principal, Microsoft Corp., el socio fundador, OpenAI, y Anthropic, anunció hoy el lanzamiento de la Academia Nacional para la Instrucción en IA. Esta innovadora iniciativa educativa, con un presupuesto de 23 millones de dólares, brindará acceso a capacitación y currículo gratuitos en IA a los 1,8 millones de miembros de la AFT, comenzando por los educadores de primaria y secundaria. Tendrá su sede en unas instalaciones físicas de vanguardia en Manhattan, diseñadas para transformar la enseñanza y la integración de la inteligencia artificial en las aulas de todo Estados Unidos.

La academia ayudará a abordar la brecha en la capacitación estructurada y accesible en IA y proporcionará un modelo nacional para el currículo y la enseñanza integrados con IA que pone a los educadores al mando.

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Personal Growth over Productivity: AI makes current Education Obsolete

Personal Growth over Productivity: AI makes current Education Obsolete | Edumorfosis.it | Scoop.it

Younger generations must be raised to develop their own motivations and goals to prevent their physical and mental atrophy. It is urgent to replace the current productivity-driven education systems with an alternate model that fosters personal growth. This model will preserve children’s innate authenticity and alertness. Providing them with an environment that motivates them to reach their full potential will ensure that children will enjoy a life-long journey of personal growth in a society where AI replaces the need for survival-driven productivity.

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[Infographic] How people are using GenAl

[Infographic] How people are using GenAl | Edumorfosis.it | Scoop.it

Teams today aren’t just asked to execute tasks: They’re called upon to solve problems. You’d think that many brains working together would mean better solutions, but the reality is that too often problem-solving teams fall victim to inefficiency, conflict, and cautious conclusions. The two charts below will help your team think about how to collaborate better and come up with the best solutions for the thorniest challenges.

According to Harvard Business Review the use of GPT is becoming more intimate:

 

  • A significant shift from traditional technical applications to more deeply personal and emotional uses of Generative AI, with custom GPTs enabling tailored solutions in therapy, personal organization, and self-improvement.
  • Underscoring the transformative impact of GenAI on daily life and professional environments, demonstrating how effective, user-driven applications are accelerating behavioral change and redefining productivity and support in both personal and business contexts.

 

 

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Manuel Hidalgo: "Acaba el curso y las sensaciones son muy malas, en muy poco tiempo hemos visto una caída en picado de la actitud del alumno medio"

Manuel Hidalgo: "Acaba el curso y las sensaciones son muy malas, en muy poco tiempo hemos visto una caída en picado de la actitud del alumno medio" | Edumorfosis.it | Scoop.it

¿Ha empeorado la calidad del alumnado en las universidades españolas? Manuel Hidalgo asegura que sí. El profesor universitario ha compartido su hipótesis en su cuenta de X (antes Twitter), donde ha publicado un hilo que trata esta problemática actual.

Edumorfosis's insight:

Son tantos los factores que provocan el desinterés de los estudiantes para aprender en los cursos universitarios. Lo cierto es que no deberíamos percibir el aprendizaje como un evento pre-programado condicionado a la enseña en la exclusividad del aula encapsulada. Aprender es más un deseo personal de superar las propias limitaciones. Y eso conlleva disciplina, compromiso, persistencia, resiliencia, madurez, temple, rigor y motivación intrínseca. Tenemos que ponernos en la posición del estudiante para entender lo que ellos piensan respecto a su proceso de aprendizaje. Desde nuestro lado como profesores, solo podemos decir que la calidad de los estudiantes ha ido decayendo con el pasar de los años. Sin embargo, nos hemos detenido a pensar si nuestra calidad educativa ha mejorado en algo en estos años. 

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College grads face toughest job market in more than a decade

College grads face toughest job market in more than a decade | Edumorfosis.it | Scoop.it

Young people graduating from college this spring and summer are facing one of the toughest job markets in more than a decade. The unemployment rate for degree holders ages 22 to 27 has reached its highest level in a dozen years, excluding the coronavirus pandemic. Joblessness among that group is now higher than the overall unemployment rate, and the gap is larger than it has been in more than three decades.

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[PDF] Benchmarking the Pedagogical Knowledge of Large Language Models

[PDF] Benchmarking the Pedagogical Knowledge of Large Language Models | Edumorfosis.it | Scoop.it

Benchmarks like Massive Multitask Language Understanding (MMLU) have played a pivotal role in evaluating AI's knowledge and abilities across diverse domains. However, existing benchmarks predominantly focus on content knowledge, leaving a critical gap in assessing models' understanding of pedagogy - the method and practice of teaching.

 

This paper introduces The Pedagogy Benchmark, a novel dataset designed to evaluate large language models on their Cross-Domain Pedagogical Knowledge (CDPK) and Special Education Needs and Disability (SEND) pedagogical knowledge. These benchmarks are built on a carefully curated set of questions sourced from professional development exams for teachers, which cover a range of pedagogical subdomains such as teaching strategies and assessment methods. Here we outline the methodology and development of these benchmarks. We report results for 97 models, with accuracies spanning a range from 28% to 89% on the pedagogical knowledge questions. We consider the relationship between cost and accuracy and chart the progression of the Pareto value frontier over time.

 

We provide online leaderboards at this https URL which are updated with new models and allow interactive exploration and filtering based on various model properties, such as cost per token and open-vs-closed weights, as well as looking at performance in different subjects. LLMs and generative AI have tremendous potential to influence education and help to address the global learning crisis. Education-focused benchmarks are crucial to measure models' capacities to understand pedagogical concepts, respond appropriately to learners' needs, and support effective teaching practices across diverse contexts. They are needed for informing the responsible and evidence-based deployment of LLMs and LLM-based tools in educational settings, and for guiding both development and policy decisions.

Edumorfosis's insight:

Los investigadores probaron el conocimiento pedagógico de 97 modelos de IA: esto es lo que encontraron...

 

  • Gemini 2.5 Pro de Google y Claude Opus 4 de Anthropic ha ofrecido sistemáticamente un alto rendimiento (hasta un 89% de precisión) en los puntos de referencia de conocimientos pedagógicos.
  • Qwen -3 32B & Medium 3 de Mistral AI mostraron un gran rendimiento (70-82% de precisión) a un costo menor que los modelos "premium".
  • Los modelos de IA más pequeños y de menor costo, como GPT-3.5 Turbo de OpenAI y Llama -3.2 1B, tuvieron un desempeño constantemente malo (28-52% de precisión) en los mismos puntos de referencia pedagógicos.
  • Todos y cada uno de los modelos de IA, incluso los de mayor rendimiento, mostraron una menor precisión cuando se probaron en especialidades de diseño (preguntas de educación especial).
  •  Algunos modelos, específicamente Gemini 2.5 Pro y Claude Opus 4, están "mejorando en pedagogía", pero todos los modelos aún tienen puntos ciegos significativos.
  • Confiar en modelos de IA más baratos y de menor rendimiento significa que ~una de cada dos recomendaciones pedagógicas será engañosa o incorrecta, mientras que los modelos superiores reducen este riesgo a ~una de cada diez.
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La Nueva Aula (universitaria) en el Mundo de la IA –

La Nueva Aula (universitaria) en el Mundo de la IA – | Edumorfosis.it | Scoop.it

La mediación de la IA propicia una ecología cognitiva autoorganizada, donde la disrupción del conocimiento se convierte en un fenómeno fractal, expandiéndose en redes neuronales artificiales y biológicas simultáneamente. En este nuevo paradigma, la interacción docente-estudiante se desplaza hacia un modelo metaheurístico y de autoadaptación algorítmica, integrando la retroalimentación inmediata y el aprendizaje auto-supervisado.

Así, la Nueva Aula se convierte en un pliegue temporoespacial donde convergen realidades paralelas, simuladas y aumentadas, exigiendo nuevas formas de epistemología transdisciplinar que desbordan la racionalidad clásica. Finalmente, el aula del futuro opera como un hipervínculo ontológico, conectando saberes dispersos y agentes cognitivos heterogéneos en una sinfonía inteligente y perpetua, que redefine para siempre el sentido y la función misma de la educación superior.

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The rise of AI can make college degrees out of date

The rise of AI can make college degrees out of date | Edumorfosis.it | Scoop.it

Employer demand for formal degrees is declining for all jobs, but more quickly for jobs exposed to artificial intelligence, according to the 2025 AI Jobs Barometer report by professional services firm PwC published last week.

AI helps people rapidly build and command expert knowledge ... which could make formal qualifications less relevant,” according to the report which analyzed close to a billion job ads and thousands of company financial reports across six continents.

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[PDF] GAIDE: A framework for using Generative AI to assist in Course Content Development

[PDF] GAIDE: A framework for using Generative AI to assist in Course Content Development | Edumorfosis.it | Scoop.it

This paper introduces "GAIDE: Generative AI for Instructional Development and Education," a novel framework for using Generative AI (GenAI) to enhance educational content creation. GAIDE stands out by offering a practical approach for educators to produce diverse, engaging, and academically rigorous materials. It integrates GenAI into curriculum design, easing the workload of instructors and elevating material quality.

 

With GAIDE, we present a distinct, adaptable model that harnesses technological progress in education, marking a step towards more efficient instructional development. Motivated by the demand for innovative educational content and the rise of GenAI use among students, this research tackles the challenge of adapting and integrating technology into teaching.

 

GAIDE aims to streamline content development, encourage the creation of dynamic materials, and demonstrate GenAI's utility in instructional design. The framework is grounded in constructivist learning theory and TPCK, emphasizing the importance of integrating technology in a manner that complements pedagogical goals and content knowledge.

 

Our approach aids educators in crafting effective GenAI prompts and guides them through interactions with GenAI tools, both of which are critical for generating high-quality, contextually appropriate content. Initial evaluations indicate GAIDE reduces time and effort in content creation, without compromising on the breadth or depth of the content.

 

Moreover, the use of GenAI has shown promise in deterring conventional cheating methods, suggesting a positive impact on academic integrity and student engagement.

Nik Peachey's curator insight, June 25, 6:44 AM

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Instructional Design tools 2025: The ultimate guide and how to choose the best one

Instructional Design tools 2025: The ultimate guide and how to choose the best one | Edumorfosis.it | Scoop.it

If you’re an instructional designer, you’ve probably noticed how everything has changed over the past few years. What used to take us weeks to create can now be done in days thanks to artificial intelligence. Learners are no longer satisfied with boring PDFs—they want interactive experiences that engage them from the very first moment.

In 2025, instructional design is no longer just about “creating a course.” We now design learning experiences that adapt to each person, learn from their mistakes, and predict what they need before they even know it themselves.

And here’s the challenge: there are so many tools available that it’s easy to get lost. Which tools does an instructional designer really need? Whether you’re designing content for a university, a company, or a training platform, this guide will help you find the best instructional design tools for 2025.

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[PDF] Your Brain on ChatGPT: Accumulation of Cognitive Debt when using an AI Assistant for essay writing task

[PDF] Your Brain on ChatGPT: Accumulation of Cognitive Debt when using an AI Assistant for essay writing task | Edumorfosis.it | Scoop.it

This study explores the neural and behavioral consequences of LLM-assisted essay writing. Participants were divided into three groups: LLM, Search Engine, and Brain-only (no tools).

 

Each completed three sessions under the same condition. In a fourth session, LLM users were reassigned to Brain-only group (LLM-to-Brain), and Brain-only users were reassigned to LLM condition (Brain-to-LLM). A total of 54 participants took part in Sessions 1-3, with 18 completing session 4. We used electroencephalography (EEG) to assess cognitive load during essay writing, and analyzed essays using NLP, as well as scoring essays with the help from human teachers and an AI judge.

 

Across groups, NERs, n-gram patterns, and topic ontology showed within-group homogeneity. EEG revealed significant differences in brain connectivity: Brain-only participants exhibited the strongest, most distributed networks; Search Engine users showed moderate engagement; and LLM users displayed the weakest connectivity.

 

Cognitive activity scaled down in relation to external tool use. In session 4, LLM-to-Brain participants showed reduced alpha and beta connectivity, indicating under-engagement. Brain-to-LLM users exhibited higher memory recall and activation of occipito-parietal and prefrontal areas, similar to Search Engine users.

 

Self-reported ownership of essays was the lowest in the LLM group and the highest in the Brain-only group. LLM users also struggled to accurately quote their own work. While LLMs offer immediate convenience, our findings highlight potential cognitive costs. Over four months, LLM users consistently underperformed at neural, linguistic, and behavioral levels. These results raise concerns about the long-term educational implications of LLM reliance and underscore the need for deeper inquiry into AI's role in learning.

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[PDF] AI revolution in Higher Education: What you need to know

[PDF] AI revolution in Higher Education: What you need to know | Edumorfosis.it | Scoop.it

The Artificial Intelligence revolution is transforming higher education at an unprecedented pace, offering innovative opportunities to personalize university learning experiences, support professors and researchers in their daily tasks, and optimize the management of educational institutions.

Higher Education in Latin America and the Caribbean requires urgent and creative actions to overcome the challenges affecting millions of university students in the region. Our goal is to provide the necessary tools to ensure that institutions and students make the most of the opportunities offered by AI. The report highlights areas such as: 

  1. Personalized university learning 
  2. Support for faculty and researchers 
  3. Optimization of institutional management 
  4. Advanced virtual tutors 
  5. Innovation in assessment and feedback 
  6. Scalable solutions for higher education institutions 

This report is part of the Digital Innovations in Education for Latin America and the Caribbean series. These academic studies and reports are designed to maximize the use of technology and encourage the effective application of digitalization in education. 

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En la era de la IA, todos pueden generar contenido…

En la era de la IA, todos pueden generar contenido… | Edumorfosis.it | Scoop.it

Vivimos un momento que es impresionante y desafiante a la vez: herramientas de IA que parecen sacadas de una película de ciencia ficción están al alcance de todos. Hoy cualquiera puede generar un correo, una presentación o un discurso en segundos... aún sin saber escribir profesionalmente.

 

Sin embargo… todo empieza a sonar igual. Las redes, los correos, las respuestas, los discursos.... todo suena igual. Los mensajes son técnicamente correctos, pero emocionalmente planos. Brillantes por fuera, vacíos por dentro.

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AI in Education — The next 10 years (2025–2035) 

AI in Education — The next 10 years (2025–2035)  | Edumorfosis.it | Scoop.it

Artificial Intelligence promises to transform education by tailoring instruction, automating routine tasks, and reshaping teachers’ roles. UNESCO stresses that AI “has the potential to address some of the biggest challenges in education today, innovate teaching and learning practices, and accelerate progress towards [Education 2030]”. Governments and experts foresee AI becoming pervasive in classrooms, but emphasize a human-centric approach. For example, UNESCO and OECD frameworks urge that AI should “support teachers in their educational and pedagogical responsibilities,” with human interaction remaining at the core of education. In practice, schools will use AI tools for everything from designing lessons to grading assignments, while policymakers plan to steer AI adoption carefully to ensure inclusion and equity.

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Your synthetic educator looks perfect, but can it actually teach?

Your synthetic educator looks perfect, but can it actually teach? | Edumorfosis.it | Scoop.it

In the last 2-3 years, AI avatars have evolved from futuristic novelty to an increasingly mainstream feature of corporate training. With platforms like Synthesia making avatar-based video creation accessible to every L&D team, we're already seeing a dramatic shift in how organisations deliver training at scale with AI avatars (literally) front and centre. This shift represents more than just a technological upgrade—it's fundamentally changing how we think about the relationship between instructor and learner.

The business case is compelling: avatar-based training can save hours of production time and millions of dollars each year by eliminating the need for human presenters, reducing reshoot costs, and enabling rapid content updates. Organisations can create consistent training experiences across global teams, overcome scheduling constraints with subject matter experts, and scale personalised instruction in ways that were previously impossible.

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Canadian universities grapple with evaluating students amid AI cheating fears 

Canadian universities grapple with evaluating students amid AI cheating fears  | Edumorfosis.it | Scoop.it

In Canada, some professors are making a similar move amid widespread reports of AI cheating, while others are testing out oral exams or finding ways to incorporate AI. Six in 10 Canadian students said they use generative AI for their schoolwork, according to an October 2024 study from KPMG in Canada.

"We are definitely in a moment of transition with a lot of our assessments," said Karsten Mundel, co-chair of the University of Alberta's AI steering committee.

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Powering Up: Essential skills for success in the Age of AI

Powering Up: Essential skills for success in the Age of AI | Edumorfosis.it | Scoop.it

The enthusiastic response highlights a growing recognition across industries: In an era of rapid technological change and artificial intelligence (AI) development, uniquely human abilities are more crucial than ever for workplace success. According to a recent Deloitte Insights report, 92% of companies now say that human capabilities and soft skills matter more than hard skills.

Clark uses a different term for these talents – power skills – to emphasize their critical importance. He and Sandra Sjoberg, associate dean and director of marketing and innovation programs at WGU School of Business, have become strong advocates for their central role in higher education today.

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Two Futures: A choice for Education in the Age of AI

Two Futures: A choice for Education in the Age of AI | Edumorfosis.it | Scoop.it
The education system is dying. AI didn't kill it—but our reaction to AI will determine what replaces it.
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Metacognition, learning strategies and student autonomy

Metacognition, learning strategies and student autonomy | Edumorfosis.it | Scoop.it

Metacognition has the common definition of “thinking about thinking” (see The Best Posts On Metacognition). In other words, it is the self-awareness to know what our strengths and weaknesses are, and how and when to apply the former and compensate for the latter.  Broadly explained, learners applying metacognitive strategies plan in advance for effective learning, monitor and make adjustments during the lesson/activity to maximize their learning, and reflect afterwards about which learning strategies worked and which did not for them.

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Integración de la Educación Disruptiva e IA-AGI en la Educación Superior, dentro del contexto de la Realidad Aumentada (RA) y Realidad Extensiva (RX)

Integración de la Educación Disruptiva e IA-AGI en la Educación Superior, dentro del contexto de la Realidad Aumentada (RA) y Realidad Extensiva (RX) | Edumorfosis.it | Scoop.it

La integración de la educación disruptiva y la IA-AGI en la educación superior, dentro del contexto de la realidad aumentada (RA) y la realidad extensiva (RX), abre un abanico de posibilidades que transforman cómo los estudiantes interactúan con el conocimiento. A través de un escenario multimodal, podemos explorar cómo estas tecnologías permiten personalizar, ampliar y hacer más inmersivo el proceso de aprendizaje.

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Investigación sobre la evolución de Agentes IA integrando modelos avanzados: Des de la ingeniería hasta la educación

Investigación sobre la evolución de Agentes IA integrando modelos avanzados: Des de la ingeniería hasta la educación | Edumorfosis.it | Scoop.it

Al integrar modelos de IA para personalizar el aprendizaje, hemos explorado cómo la memoria contextual y los agentes inteligentes pueden contribuir a un entorno educativo donde cada estudiante pueda avanzar a su propio ritmo, tomando decisiones informadas sobre su proceso de aprendizaje. Como afirman Goodfellow et al. (2016) en su obra Deep Learning, las redes neuronales profundas y los algoritmos avanzados pueden replicar la memoria cognitiva de los estudiantes, permitiendo a los sistemas aprender y adaptarse con base en sus interacciones previas, generando una experiencia educativa dinámica y enriquecedora. Este tipo de aprendizaje autónomo y personalizado se alinea con las aspiraciones de Farnós, quien sostiene que la IA puede servir para potenciar y revolucionar la educación superior mediante la creación de entornos inteligentes que se adapten a las necesidades de cada estudiante.

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The cognitive turn: Locating cognitive difference in the Age of AI

The cognitive turn: Locating cognitive difference in the Age of AI | Edumorfosis.it | Scoop.it

In a recent Boston Globe op-ed, two researchers proposed a linguistic fix to an ontological dilemma: rename our relationships with AI. Rather than referring to generative systems as “coworkers” or “collaborators,” they suggest we replace the human “co-” with a machine-coded “c0-”: c0worker, c0creator, c0mpanion. The goal is to reassert the boundary between human and machine by embedding it in our language—clarity by typography.

It’s a clever gesture, but telling. Faced with the entangled realities of cognitive labor shared across human and machine systems, the instinct is not to inquire but to quarantine. The prefix becomes a firewall. We’re no longer debating what AI is or does; we’re drawing thicker lines around who gets to count as meaning-making. This isn’t just terminological hygiene—it’s epistemological panic.

The persistence of the binary—human as subject, machine as tool—isn’t just about fear. It reflects an older philosophical architecture in which cognition is tied to consciousness, and meaning to interiority. When AI generates output that seems intelligent, we either mistake it for a person or strip it of all significance. The problem isn’t that machines confuse us. It’s that our frameworks for interpretation haven’t kept up.

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Arquitecturas cognitivas aplicadas a la docencia universitaria y la investigación automatizada

La confluencia entre sistemas cognitivos artificiales y entornos académicos redefine la ingeniería pedagógica hacia modelos adaptativos y autorregulados de conocimiento. Estas arquitecturas no solo interpretan el lenguaje humano, sino que lo reconceptualizan como vector de aprendizaje emergente y colaborativo. La sinapsis entre redes neuronales profundas y bases epistémicas universitarias permite una retroalimentación semántica que transforma datos en sabiduría compartida. Esta nueva cosmogonía algorítmica abre rutas hacia una ciencia expandida donde los agentes IA actúan como coautores del pensamiento. La exploración futura reside en perfeccionar estos sistemas para cultivar inteligencias simbióticas entre máquinas y humanos.

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Learnings from the front lines on redefining leadership for the age of AI 

Learnings from the front lines on redefining leadership for the age of AI  | Edumorfosis.it | Scoop.it

The AI in Education Leadership Catalyst community of practice was intentionally designed to foster the strategic leadership and collaborative networks necessary to navigate the complex implications of generative AI. As co-designers, we envisioned a space where leaders could contemplate big questions: How do we lead with integrity when the ground beneath us may be shifting? How do we center pausing and introspection in an era of AI? And, most importantly: How can we design learning experiences that are as adaptive and resilient as the leaders we serve?

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¿Un nuevo cerebro? Así nos transforma la Tecnología Digital

¿Un nuevo cerebro? Así nos transforma la Tecnología Digital | Edumorfosis.it | Scoop.it

El universo tecnológico en el que estamos inmersos provoca cambios en el cerebro humano, que, plástico y moldeable como es, responde adaptándose a nuevos estímulos y experiencias. ¿Cómo lo hace? ¿Qué consecuencias tienen estos cambios a corto plazo? Y a largo, muy largo plazo, ¿marcará el cerebro digital un nuevo paso en la evolución humana?

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