Adaptive Identity and Cultural Resilience: How the CALR Model Redefines Policy and Education

Harshit Gupta

doi:10.63363/aijfr.2025.v06i05.1696

Adaptive Identity and Cultural Resilience: How the CALR Model Redefines Policy and Education

Author(s)	Harshit Gupta
Country	India
Abstract	Cultural survival in the age of artificial intelligence depends not only on how societies preserve their languages, but on how flexibly those languages evolve. This paper introduces the Cultural Adaptation and Linguistic Resilience (CALR) model—an applied framework derived from the VerbaTerra Project—which quantifies how linguistic adaptation supports cultural continuity, cognitive integration, and institutional stability. Built upon the Integrated Cultural–Linguistic Heuristic Framework (ICLHF), CALR mathematically formalises the relationship between cultural inputs (ritual formality, trade intensity, symbolism, and hierarchy), linguistic processes (syntax recursion, lexical diversity, semantic flexibility, borrowing), and cognitive integration metrics (Neuro-Linguistic Integration Score, NLIS). These interactions yield composite indicators of social robustness, including the Cultural Resilience Metric (CRM) and Elastic Continuity (E), both of which capture a culture’s ability to maintain identity while adapting to environmental and technological change. Using the vSION engine, a computational simulation platform developed within VerbaTerra, this study models cultural–linguistic evolution across synthetic and empirical datasets, demonstrating that hybrid and multilingual systems exhibit higher resilience and adaptive cognition than monolithic linguistic structures. The results affirm that hybridity—rather than linguistic purity—enhances long-term identity stability. In applied terms, the CALR framework provides an analytical foundation for designing AI systems, education models, and cultural policies that preserve diversity through adaptation rather than isolation. By translating cultural theory into computational terms, this paper situates adaptive identity as both a cognitive phenomenon and a policy imperative in the emerging dialogue between artificial and human intelligence.
Field	Sociology > Linguistic / Literature
Published In	Volume 6, Issue 5, September-October 2025
Published On	2025-10-26
DOI	https://doi.org/10.63363/aijfr.2025.v06i05.1696
Short DOI	https://doi.org/g9742b

View / Download PDF File

E-ISSN 3048-7641

doi

CrossRef DOI is assigned to each research paper published in our journal.

AIJFR DOI prefix is
10.63363/aijfr

Downloads

Research Paper Format Copyright Permission Form and Undertaking Form

All research papers published on this website are licensed under Creative Commons Attribution-ShareAlike 4.0 International License, and all rights belong to their respective authors/researchers.

CC-BY-SA

About AIJFR Fees & Payment Current Issue Publication Archive	Submit Research Paper Track Submission Status Publication Guidelines Publication Ethics Peer Review & Plagiarism	Join as a Reviewer Editors & Reviewers Reviewer Referral Program Get Reviewer Membership Certi.	Website/Journal Policies Usage Policy Content Policies Privacy Policy

Contact Us		+91-9898-79-39-59	editor@aijfr.com

Advanced International Journal for Research

A Widely Indexed Open Access Peer Reviewed Multidisciplinary Bi-monthly Scholarly International Journal

Adaptive Identity and Cultural Resilience: How the CALR Model Redefines Policy and Education

Share this