generative ai

🌍🤖 AI, RESPONSIBLE SCALE & NANOTECHNOLOGY CIVILIZATION AT THE LIMIT Artificial Intelligence, NanoEHS, Circularity, Autonomous Laboratories, Standards, Responsible Scale-Up, and the Emerging Engineering of Nanotechnology Civilization

🌍🤖 AI, RESPONSIBLE SCALE & NANOTECHNOLOGY CIVILIZATION AT THE LIMIT Artificial Intelligence, NanoEHS, Circularity, Autonomous Laboratories, Standards, Responsible Scale-Up, and the Emerging Engineering of Nanotechnology Civilization Can nanotechnology accelerate without risk, waste, and governance falling behind? Thi...

The Frozen Token: A Predictive Theory of a Single-Token Encoder as the Always-On Tier-0 Layer Across Sensing Modalities, Validated Out-of-Sample

The Frozen Token: A Predictive Theory of a Single-Token Encoder as the Always-On Tier-0 Layer Across Sensing Modalities, Validated Out-of-Sample Randolph James Ferlic, M.D. and Kimberly Kate Ferlic — Fieldstone Analytics, LLC, Austin, TX, USA Preprint · Zenodo DOI: 10.5281/zenodo.23002239 · CC-BY 4.0 · Community: spira...

The Frozen Token: A Predictive Theory of a Single-Token Encoder as the Always-On Tier-0 Layer Across Sensing Modalities, Validated Out-of-Sample

The Frozen Token: A Predictive Theory of a Single-Token Encoder as the Always-On Tier-0 Layer Across Sensing Modalities, Validated Out-of-Sample Randolph James Ferlic, M.D. and Kimberly Kate Ferlic — Fieldstone Analytics, LLC, Austin, TX, USA Preprint · Zenodo DOI: 10.5281/zenodo.23002239 · CC-BY 4.0 · Community: spira...

A strict improvement of the Terras-type bound for integers with long Collatz stopping times

Preprint. Let T be the shortcut Collatz map and c = 1 - H(1/log2(3)) = 0.05004..., where H is the binary entropy. The Terras bijection between residues modulo 2^K and parity words shows that at most 2^(alpha(1-c)K + o(K)) integers n <= 2^(alpha K) have coefficient stopping time larger than K. We prove that this Terras-...

Reshaping the doctoral journey in the AI era

The findings suggest that AI is intertwined with doctoral education not only as a tool for efficiency but also as part of a broader socio-technical and identity-forming process.

Navigating the Algorithmic Uncanny Valley: A Systematic Review of Consumer Aversion and Appreciation towards Generative AI in Decision-Making (2000–2025)

Synthesising Generative Artificial Intelligence Competency Domains for Medical Education Faculty.

These domains provide a foundational structure to guide faculty development, curricular decision-making and responsible integration of GenAI into medical education and future work should translate these domains into observable indicators and assessment strategies while examining how faculty competencies support learner...

Parental Responsibility For A Minor's Ai-Generated Defamatory Content: Testing The "Knew Or Ought To Have Known" Standard Under Indian Law

This paper examines whether existing Indian tort and defamation principles can adequately determine parental responsibility when a minor uses generative artificial intelligence to create or disseminate defamatory content, particularly where the parent had no realistic opportunity to detect the conduct. Indian law does...

Deepfake Detection in the Generative AI Era: An Evidence-Based Taxonomy and an Empirical Audit of Reporting Practice

Generative AI vs. future competencies of Nigerian public university students

The extent of GenAI adoption among Nigerian undergraduate students, the challenges associated with its use, and its perceived effectiveness in supporting future competencies are critically examined, drawing explicitly on students’ lived experiences.

Generative AI and Trust: Anchoring Adoption in Historical Context

DEVELOPING SCHOOL STUDENTS' INTERCULTURAL COMMUNICATIVE COMPETENCE THROUGH ARTIFICIAL INTELLIGENCE TOOLS IN ENGLISH LANGUAGE EDUCATION

The rapid development of artificial intelligence (AI), particularly generative artificial intelligence (GenAI), is transforming the pedagogical landscape of foreign language education. However, the educational value of AI should not be reduced to grammar correction, vocabulary support, or automated text generation. In...