Volume 13 | Issue 6 |

 Abstract

The swift development and implementation of Artificial Intelligence (AI) in key areas like healthcare, finance, and governance have increased the demand for frameworks to guarantee ethical, equitable, and responsible AI systems. Responsible AI (RAI) has been a transdisciplinary approach that seeks to harmonize AI development with human values, the law, and societal aspirations. The following is a thorough review of recent studies (2023-2025), international policy developments, and practices within industry on RAI. This systematically examines new standards, such as IEEE 7000 and the European Commission's Ethics Guidelines for Trustworthy AI, and determines their usefulness in practical contexts. Challenges to operationalizing RAI are also cited, including algorithm bias, transparency shortfalls, fragmentation of regulation, and the model-performance vs. ethical-protections trade-off. In addition, the paper suggests a multi-layered model for deploying RAI that incorporates data governance, model accountability, human monitoring, and ethical risk assessment. Using case studies in healthcare, finance, and public services, the paper demonstrates how good AI practices can prevent actual harms and foster trust in automated systems. The results highlight the urgent necessity for harmonized international standards and usable tools to close the gap between values and AI deployment. This piece makes its contribution to the debate by providing actionable recommendations for researchers, policymakers, and practitioners alike who are dedicated to advancing responsible and sustainable AI.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

--Responsible AI, Ethics, Fairness, Transparency, Governance, Explainability, AI Policy

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This research delves into the significance of individual data privacy and how personal data has become increasingly crucial. It highlights potential abuses that can arise from the misuse of data and discusses ways to safeguard citizens' personal rights concerning their information. The author examines the historical context of data protection, incorporating perspectives from both global and Indian contexts, along with judicial backing. Additionally, it emphasizes that personal information has evolved into an essential fundamental right and traces the origins of the Digital Personal Data Protection Act, 2023.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Consumer Protection, Data Protection, Information Technology, Digital Personal Data Protection Act.

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

India's cultural heritage is a vibrant mosaic of diverse philosophies, beliefs, and practices, unified by a spiritual essence often referred to as the "Hindu spirit." This heritage is deeply rooted in the transformative power of spirituality, exemplified by saint like Sri Ramakrishna, who illuminate the path to divine connection. Core philosophical concepts such as Brahman (the transcendent reality), Atman (the individual soul), and Isvara (the personal God) provide a framework for understanding the universe, while karma (action and consequence) and mukti (liberation) guide ethical and spiritual life. The article highlights India's remarkable ability to synthesize diverse cultural elements into a cohesive identity, with Hinduism's inclusivity fostering tolerance and multiple paths to the divine. Shaped by varied geography and historical interactions with civilizations like those of the Near East and Greece, India's culture has contributed universal concepts like Brahman and Dharma, particularly during the Axial Period (first millennium BCE). Today, this heritage continues to influence global thought, offering timeless lessons in spirituality, ethics, and unity in diversity.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Indian philosophy, Brahman, Atman, Cultural heritage, Spirituality, Hinduism, Unity in diversity, Karma , and Mukti.

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Suspicious activity detection

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Ai ml

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This paper provides an in-depth exploration of Alternative Investment Funds (AIFs) in India, their classifications, regulatory framework, advantages, risks, and their comparative positioning against traditional mutual funds. The study further delves into the structure, roles, categories, growth trajectory, and performance metrics of AIFs. By examining data from SEBI and NSE and discussing recent trends, the paper emphasizes the future potential of AIFs in India's growing investment ecosystem. It highlights how AIFs are becoming a preferred choice for HNIs and UHNIs seeking diversified and high-return investment options beyond traditional avenues.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Alternative Investment Funds (AIFs), SEBI Regulations, Category I AIF, Category II AIF, Category III AIF, High Net Worth Individuals (HNIs), Ultra High Net Worth Individuals (UHNIs), Venture Capital, Hedge Funds, Private Equity, Infrastructure Funds, Real Estate Funds, Mutual Funds, Risk-Adjusted Returns, Portfolio Diversification, Tax Pass-Through, Investment Strategies, Fund Performance Metrics, Indian Financial Markets, AIF Growth Trends

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Abstract The semi-arid region of Western Rajasthan, India, is highly susceptible to the adverse effects of climate change due to its fragile ecological balance, water scarcity, and dependency on rain-fed agriculture. This study aims to assess and spatially map the climate change vulnerability of the region using integrated Remote Sensing (RS) and Geographic Information System (GIS) techniques. Utilizing multi-temporal satellite data (Landsat, MODIS) and climate datasets (CHIRPS, IMD), the research analyzes key indicators such as land use/land cover (LULC) changes, Normalized Difference Vegetation Index (NDVI), land surface temperature (LST), and rainfall anomalies over the past two decades. Socio-economic variables including population density, literacy rates, and agricultural dependency are incorporated to form a composite Climate Vulnerability Index (CVI) using a weighted overlay analysis in GIS. Preliminary results indicate significant environmental degradation, increased land aridity, and rising climatic variability, especially in districts such as Barmer, Jaisalmer, and Bikaner. These areas exhibit high levels of vulnerability due to a combination of natural and human-induced stressors. The resulting vulnerability maps classify the region into distinct zones--Very High, High, Moderate, and Low Vulnerability--which can guide targeted interventions. This study underscores the potential of geospatial technology in climate risk assessment and highlights the urgent need for region-specific adaptation strategies, especially in disaster-prone and ecologically sensitive zones. The findings are expected to support local planners, disaster managers, and policymakers in developing climate-resilient frameworks and achieving long-term sustainability goals (SDG 13 & SDG 15).

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Keywords: Climate Change, Vulnerability Mapping, Remote Sensing, GIS, Western Rajasthan, Semi-Arid, Climate Vulnerability Index (CVI), Drought, Adaptation Planning

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This paper presents a Python-based Network Scanner that enhances network security through port scanning, LAN mapping, and basic intrusion detection. Designed with a user-friendly interface, the tool simplifies device discovery, identifies open ports, and detects abnormal network activity in real time. Experimental results demonstrate efficient performance with minimal resource usage, making it suitable for educational and small-scale enterprise environments. The system balances simplicity and functionality, contributing to accessible and effective network security solutions.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Network Scanner, Port Scanning, LAN Scanning, Intrusion Detection System (IDS), Python Programming, Network Security, IP & MAC Address Detection, ARP Protocol, UDP Protocol, Scan Detection System (SDS), Multithreading, Real-time Network Monitoring, Cybersecurity Tools, Network Mapping, Vulnerability Detection

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Abstract: this study investigates the partial replacement of coarse aggregate with waste rubber and mno slag in m20 grade concrete. The objective is to assess the impact of these alternative materials on the mechanical properties of concrete, including compressive strength, workability, and durability. Experimental tests were conducted on various mix proportions to evaluate the feasibility of using waste rubber and mno slag as sustainable substitutes. The results indicate that incorporating these materials can enhance certain properties of concrete while contributing to environmental sustainability by reducing waste disposal issues. This research provides insights into the potential applications of modified concrete in construction industries.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Keywords: Recycled waste materials, Analysis, Investigation, Research.

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The modern academic landscape is rife with challenges, ranging from intense competition to high expectations, often leading to stress, anxiety, and reduced academic resilience. This resilience, defined as the ability to recover and adapt in the face of adversity, is critical for students' success and well-being. This study explores the timeless wisdom of the Bhagavad Gita, an ancient Indian scripture, to derive principles that can bolster academic resilience and improve decision-making. Key teachings, such as Karma Yoga (performing actions without attachment to outcomes), Jnana Yoga (self-awareness), Bhakti Yoga (purposeful dedication), and maintaining equanimity, are examined in the context of educational challenges. These insights are juxtaposed with modern psychological theories, including emotional intelligence, self-efficacy, and the growth mindset, to propose actionable strategies for educators and students. By integrating these teachings into academic frameworks, the study aims to create a holistic approach to nurturing resilience and fostering sound decision-making among students.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Academic resilience, Bhagavad Gita, decision-making, Karma Yoga, equanimity, self- efficacy, emotional intelligence, growth mindset, mindfulness, student well-being

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Micromanagement in Educational Leadership: Impacts, Challenges, and Strategies for Fostering Sustainable Team Performance Dr. Kevizakielie Suokhrie, Assistant Professor, Oriental College, Kohima, Nagaland, India Email:zakiesuokhrie2000@gmail.com Abstract In today's ever changing educational landscape, effective leadership is crucial in ensuring institutional success and the all round growth and development of both educators and learners. Amongst many leadership practices, micromanagement has become a prominent concern. Its adverse effects on staff morale, collaboration, innovation and quality education underscore the need to explore this approach to leadership within educational management to understand its impact, find effective remedies for the issues it produces and identify sustainable strategies to enhance leadership and team effectiveness. The paper seeks to highlight key challenges associated with micromanagement, including its effects on sustainable team performance and additionally, it also attempt to outlines strategies for educational leaders to shift from more control oriented practices to more empowering, participative leadership models.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Keywords: Micromanagement, Leadership, Sustainable, Team performance

  License

Creative Commons Attribution 4.0 and The Open Definition