eChapters

The integration of Large Language Models into software development has created powerful capabilities for automated code generation, debugging, testing and application development. However, AI-generated code can introduce security vulnerabilities when models produce incorrect, unsafe or poorly validated programming solutions. This chapter examines the need for security-aware frameworks that combine LLM-based code generation with verification, rule-based evaluation and risk management. It considers the limitations of conventional rule-based systems, including rule explosion, inflexibility, maintenance overhead and limited personalization, and explores how AI-driven approaches can improve adaptability while maintaining safeguards. Particular attention is given to secure integration in sensitive domains such as healthcare, where generated code and automated analytical systems may influence clinical information and decision-making. The chapter considers data-driven evaluation, machine learning, genomic information and risk detection as components of secure AI systems. It emphasizes the importance of validating generated code rather than treating model output as automatically reliable. Secure deployment requires testing, human oversight, access controls, verification mechanisms and continuous monitoring. The chapter therefore presents safe LLM integration as a multidisciplinary challenge combining AI capability, software engineering, cybersecurity and responsible governance.

Abstract

India’s livestock sector is one of the largest in the world. It has 56.7% of world’s buffaloes, 12.5% cattle, 20.4% small ruminants, 2.4% camel, 1.4 % equine, 1.5% pigs and 3.1% poultry. Dairy Entrepreneurship can be one of the important subsidiary occupations for farmers in rural areas. Since agriculture happens to be mostly seasonal in nature, thereby providing employment opportunities for the people on seasonal basis, there is a possibility of finding employment for many persons throughout the year through dairy farming. The farm income can be enhanced through this subsidiary activity.

Introduction

India’s policy in agriculture sector began in 1950 with a conscious effort to meet out the food needs of Indian population in view of famines but later on shifted to develop the agriculture education and research system for enhancing the productivity of staple crops and develop competent human resource to build skilled man power to strengthen agriculture and solve the problem of food & nutritional security at the nation level (1960,s to 1990,s) to the solution of global problems in agriculture through global solutions (2000,s onward) by forging the regional and global international corporation at different levels.

The closing years of the second decade of 21st century brought one of the most remarkable transitions in the international cooperation for strengthening the agriculture research and education in the history of agriculture in India. In most of the world the transition from a resource-based to a science-based system of agriculture is occurring within a single century.

Science, Technology and Skill Development in 21st Century

In the twenty first century, science and technology are viewed as the drivers of Indian economic growth; and agricultural R&D is expected to play a significant role in the process. Agriculture research and development is being affected by research and development at international level.

As early as in the 18^th century, the anaerobic process of decomposing organic waste was known. During 19^th century, it became clear that anaerobic bacteria are involved in the decomposition process (DST, 1981). Since that time, the applications of anaerobic digestion have grown steadily, in both its microbiological and chemical aspects. The process of anaerobic digestion possesses a double advantage i.e. the process in addition to providing good quality manure also supplies a large volume of combustible gas. Anaerobic digestion provides some exciting possibilities and solutions to such concerns as alternative energy production, handling of human, animal, municipal and Agro-industrial wastes safely, controlling environmental pollution and expanding food supplies. The technology of anaerobic digestion (Kumar et al., 2015) has not yet realized its full potential for manure and energy production even in developed and industrialized countries. In developing countries expansion of this technology has been hindered because of the need for better economic initiatives, organized supervision, proper training and education.

During twentieth century, the method of anaerobic fermentation or digestion was successfully applied by sewage chemists. A considerable amount of research work was carried out by sewage chemists on different aspects of the digestion process and sludge digestion plant, were installed. The gas produced was used for burning as domestic fuel, operating machinery and for tractors. In this context, the studies on anaerobic digestion of cattle dung and vegetable waste has been important. The work is particularly important ones in the Indian context as long as gas production and plant design efforts are concerned. For research on anaerobic digestion energy part (methane generation) received more attention since the early decades of this century when research into bio digestion had gradually begun to take shape. Fertilizer aspect received occasional attention a couple of decades later. The engineering and micro biological aspects of gas production remain a dominant preoccupation even up to 1990s. Emphasis on the energy aspect still dominates in many parts of the world today.

The daily nutrient requirements of animals varies for various stages of life i.e. maintenance ration, growing, working, pregnant, lactating, dry and diseased animals ration. Maintenance ration contains the vitamins and mineral only for life without any other production, while during pregnancy and lactation their requirements changed drastically from the maintenance ration. If not supply the standard amount of vitamins and minerals during these stages may disturb the metabolism and ultimately cause the production or metabolic disease. Therefore, the proper and sufficient (as per standard requirements) supplementation of vitamins and minerals can help in the prevention and control of production diseases in livestock.

Introduction

Precision farming is a site-specific farming method that works on a large scale, while IFS divides the whole land into fragments. Both Precision farming and IFS work on the concept of “no wastage”. When we install some components of precision farming in IFS, such as remote sensors, yield mapping, SSNM, yield monitors, and some others, the yield and quality of output increase. Initially, farmers may not get much profit from them because their installation cost is very high, but after a while, they earn more profit from this. IFS are good for Indian farmers because many enterprises are connected to each other in IFS, and farmers can get income from different sources. It generates employment opportunities for other farmers. It’s good for those with less land, and when we include PF in IFS, entrepreneurship opportunities are generated for educators like farming device installation, operation, maintenance and many others.

Improving the skill set of individuals is an important agenda of any development organization. The individuals may be anyone in the system who is directly or indirectly connected to the system.  Agriculture System is a complex and multi-stakeholder system with farmers as the axis of the wheel with other stakeholders’ forms part of spokes of the wheel. The scope for capacity building or training of every stakeholder has been peaking tremendously given the ever changing nature of the profession. The public and private training Institutions are vying with each other for conducting trainings in order to sustain the existence of the Institutions. Though a few institutions are really trying hard to take the technologies in real terms to the farming community, the following observations are very difficult to be masked.

The growing adoption of Generative AI in education offers substantial benefits in personalization, content creation, assessment, tutoring, and administrative efficiency, but it also introduces significant ethical, legal, and pedagogical challenges. This chapter examines the principles and practices required for responsible application of GenAI across educational environments. It focuses on algorithmic bias, fairness, data privacy, academic integrity, intellectual property, transparency, accountability, and the digital divide. AI models trained on large datasets may reproduce historical stereotypes or generate inaccurate and discriminatory content, potentially affecting marginalized learners. The extensive collection and processing of student information also raises concerns about informed consent, data storage, security, and appropriate use. Generative AI challenges traditional concepts of authorship and academic integrity because students may use AI to produce essays, assignments, and other academic work. The chapter discusses institutional policies, ethical audits, transparent content moderation, teacher and student AI literacy, human oversight, and multi-stakeholder governance. International principles such as UNESCO and IEEE guidance are considered as foundations for responsible implementation. The chapter emphasizes that trustworthy educational AI must remain human-centered, transparent, inclusive, accountable, and continuously evaluated.

8.1 Introduction

Earth’s temperature has increased significantly due to the rise in concentration of greenhouse gases in its atmosphere. Naturally occurring greenhouse gases include water vapour (H₂O), carbon dioxide (CO₂), methane (CH₄), nitrous oxide (N₂O) and ozone (O₃). Prior to industrial revolution, the amount of greenhouse gases released into the atmosphere matched what could be absorbed by the natural sinks. Industrialization catapulted the addition of anthropogenically emitted gases to the environment, much beyond the natural levels. These greenhouse gases are building up, thus creating the effect of ‘global warming’. Global warming is a consequence of two major phenomena - depletion of the ozone layer and increase in greenhouse gas emission (Ishler, 2008).

16.1 Entering Biological Data into Computer

After the forms have been designed, the database in ready for entry of biological data. Biological data is entered one record at a time. To enter the biological data, the user issues a command, which calls up and displays the appropriate form with blank fields. The user then keys in the data for each field in the appropriate spaces. In this manner, the user enters the data for the first record, then for the second record, and so on. In most database systems, the records are automatically assigned a number as they are entered.

16.2 Saving Biological Data into Computer

While entering data into the fields, the tab key or enter key is usually used to move to the next field. Pressing enter or tab key in the last field on the form saves the record in the database and moves to a new, blank form for the next record to be entered. In addition to using the tab or enter key to move forward through fields, one can directly go to any field on the form at any time by clicking on it with the mouse.

This family Enterobacteriaceae belongs to the order Enterobacteriales. The family comprises 25 genera. Among them there are 10 genera consistently found pathogenic for animals, birds and human. These genera are mentioned below (first 10 are consistent pathogenic).

Enterococcus sp. belongs to Lancefield antigenic serogroup D. Enterococcus is considered normal flora of the chicken intestine.

Etiology

Enterococci bacteria are Gram positive, spherical seen in singles, pairs or chain. Enterococuus sp. Causing disease in birds include E. faecalis, E. faecium, E. durans, E. avium, E. hirae and E. cecorum. E. faecalis is most common isolate from birds.

Entrepreneurship plays a vital role in driving economic growth, and its significance in the agriculture and allied industry cannot be overlooked. As the backbone of many economies, agriculture and its allied sectors provide employment to a significant portion of the global population. In this chapter, we will delve into the concept and overview of entrepreneurship in the context of agriculture and allied industry, exploring its definition, nature, characteristics, and the need for entrepreneurial skills. We will also highlight the benefits of being an entrepreneur in this sector, discuss the different types of entrepreneurs, provide relevant statistics and case studies, and touch upon the factors affecting entrepreneurial behaviour. Additionally, we will examine the current trends and forecast for the next three years in the agricultural entrepreneurship landscape and examine relevant statistics and case studies and shed light on the government’s role in promoting entrepreneurship in the Indian startup ecosystem.

Abstract

As part of the Enterprise Information Portal (EIP) project, an Enterprise-wide Geographic Information System has been implemented through which Intranet / Internet users enjoying different access levels can quickly search for, locate and visualize geoscientific information generated by Geological Survey of India (GSI). The proposed system will provide real-time response to information needs and will use secure Internet technology to deliver information to bonafide users. It consists of an application that will enable data owners to load new data sets, update/replace existing data sets in a highly secure environment, load and maintain metadata about their data sets in a Data Catalog and a subsystem that will query, search, locate and display geoinformation stored in the centralized Geodatabase.

Enterprise GIS has been deployed primarily using a relational database, a spatial database engine tool, an Internet Map server tool, and integrating the existing ArcGIS desktop GIS clients. The approach is to import data from distributed data sources into the centralized repository using a customized extraction-transformation-loading (ETL) tool, thereby making appropriate structural changes to ensure homogeneity at various levels, and load into the main Geodatabase.

While delineating the functionalities of enterprise GIS solution an earnest attempt was made to accommodate the diverse needs of the organization, including its processes, activities, products and the whole gamut of users at different levels from the field geologist to the decision makers. An effort was also made to standardize various data automation processes and to iron out the heterogeneities existing in legacy data. Ultimately, GSI aspires to create a seamless geospatial database for the entire geographic extent of the country, which can be easily shared by the geoscientific community.

Introduction
Speaking to entertain is both an art and a skill. Unlike informative or persuasive speeches, entertaining speaking prioritizes engagement, emotion, and enjoyment, aiming to captivate an audience while delivering a memorable experience. This form of speaking is essential in various contexts be it a wedding toast, a comedy performance, or a motivational talk.
In this chapter, we will explore the elements, techniques, and considerations that make an entertaining speech impactful. From crafting compelling stories to mastering delivery, this chapter provides a comprehensive guide for those seeking to charm and amuse their listeners.
The Purpose of Entertaining Speaking
Entertaining speaking is a unique form of communication designed to captivate an audience while eliciting positive emotions such as joy, amusement, and inspiration. It goes beyond mere information delivery, aiming to create a shared experience that leaves the audience feeling uplifted and engaged. Below are the primary purposes of entertaining speaking:
1. Engagement
The foremost purpose of entertaining speaking is to grab and hold the audience’s attention. Unlike other types of speeches, which might prioritize educating or persuading, an entertaining speech creates an immersive experience that keeps the audience invested from start to finish. Effective speakers achieve this through humor, storytelling, or charismatic delivery.

Characters 

Three orders i.e. protura, diplura and collembolan are group together as Entognatha because the mouth parts are withdrawn into the head

Antennal flagellum (if present) are masculated

A database is a collection of data, typically describing the activities of one or more related organisations. Biological database is meant for storing and organising biological data, collecting information from life sciences, scientific experiments, computational analysis and contents from published literatures.

Biological databases play a vital role in bioinformatics, since it helps varieties of researchers to access and analyse data from different parts of the world. The knowledge obtained helps to solve disease oriented and environment related issues and to make vital policy decisions. Biological databases remain as tool to identify insect species as well as in comparing their relationships with related species. The biological knowledge distributed among different general and specialised databases, can be retrieved with efficient queries.

Various information like genomics, proteomics, metabolomics, microarray, genes expression, phylogenetics etc. are also stored and maintained as biological databases in terms of genome databases, protein structure databases, taxonomic database etc. These computerised web databases facilitate effective data management and analysis help in knowledge transmission, make coherent information exchange between the studies and public audience.

Entomology, a Greek word entomoV, entomos, “ that is cut in pieces or engraved/segmented”, hence “insect”; and -logia, logia -study, is the scientific study of insects , a branch of arthropodology. The arthropods made their appearance during the earliest Devonian period while humans appeared only in Quarternary. Insects possess an immense degree of evolutionary maturity as against man, account for more than two-thirds of all known organisms, date back some 400 million years, and have many kinds of interactions with humans and other forms of life on earth. Entomology is a speciality within the field of biology and it is rooted in all human cultures from prehistoric times.

In India, insects were known from Vedic era and records of insects in India were evident from India’s mythological epics, the Ramayana and Mahabharatha.