✨📜 Hurray! Hurray! Hurray! 📜✨

There are numerous… tales, scrolls, prose, and legends
Shelves of stories, space of songs for every heart and wisdom
Where every world of atoms of each letter carved in time
Has a Universe to share with you, your friends, the Hero
~ /\

This issue reminded me of the following:

These conditions are ripe for “copyright laundering”-the use of multi-generational synthetic pipelines, an “AI Ouroboros,” to render traditional proof of infringement impracticable.

This Article adapts the “fruit of the poisonous tree” (FOPT) principle to propose a novel AI FOPT standard: if a foundational AI model’s training is adjudged infringing (either for unlawful sourcing or for non-transformative ingestion that fails fair-use), then subsequent AI models principally derived from the foundational model’s outputs or distilled weights carry a rebuttable presumption of taint.

The burden then shifts to the downstream developers-those who control the evidence of provenance-to restore the evidentiary bargain by affirmatively demonstrating a verifiably independent and lawfully sourced lineage or a curative rebuild, without displacing fair-use analysis at the initial ingestion stage. Absent such proof, commercial deployment of tainted models and their outputs is actionable.

Source: https://arxiv.org/pdf/2601.02631 (Copyright Laundering Through the AI Ouroboros…)

Let’s check the following:

Virtually all social systems are open systems; that is, they are not only influenced by their environments, but also are dependent upon them. Organizations such as schools are opensocial systems. They take inputs from their environment (resources) and transform those inputs into outputs (products of various kinds)…

Feedback loops supply information back to the transformation process so that the process can be evaluated and adjusted…

The school social system has five basic internal elements - structure, individuals, culture, politics, and the teaching and learning core. These system elements interact and transform inputs into outputs…

Social-systems theory is useful in describing the recurring structures and dynamic processes in educational organizations.

Source

Since isn’t the most important reason for these to help a person to socialize and get used to respect, care, tolerate, or live and do their research within other people ultimate infinitely magnificent uniqueness?

Socialization process has a significant impact on learning, which is a basic requirement for both the organization and the role performance of the newcomer to the organization. It is considered very important for a new member to socialize organizationally and professionally. This paper focuses on revealing the process of organizational and professional socialization of academicians.

Source

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Friendships can positively impact students’ academic performance and grade point average (GPA) by providing emotional support and reducing stress, thereby leading to improved focus and better concentration on studies.

Peer connections and friendships often result in collaborative learning and the exchange of academic ideas, improving comprehension and retention of course materials, ultimately leading to higher GPAs…

Academic success is assessed by gauging academic performance in the form of grade point average (GPA), test scores, and overall academic achievement, as well as the measurement of academic motivation and the level of persistence among students in school or college.

Forming friendships with their peers is an important aspect of adolescents’ and young adults’ lives, and significant research has been conducted on how friends impact academic performance and motivation. Specifically, academic achievement and motivation have been found to positively correlate with belonging to a peer group.

Currently, young people’s need for a sense of community is particularly high, leading individuals to spend more time with their friends, feel more comfortable around friends than they do with family, and worry about how their friends will perceive them and how the local social milieu will view them.

Researchers’ concerns about how social networking sites affect different aspects of life, including education, are not surprising. Academic achievement has been linked favorably to social connections or peer interactions in the past.

Source

Ineffably magnificent children, the pure miracles… us, human… should learn from human and stay always social with human, I believe.
They should learn from their parents and other children…
Children should learn experience in human-felt way…

That’s why schools exist, to learn to live with each other in balance. To learn from mistakes of others, to make mistakes, and develop together for a bright and self-sufficient future…