News Aggregator

Integrating Software Supply Chains and DevOps: Tips for Effectively Reconciling Supply Chain Management and DevOps

Aggregated on: 2024-03-03 15:27:11

Editor's Note: The following is an article written for and published in DZone's 2024 Trend Report, The Modern DevOps Lifecycle: Shifting CI/CD and Application Architectures. Software supply chains (SSCs) have become a prevalent topic in the software development world, and for good reason. As software development has matured, so has our understanding of the dependencies that can affect the security and the legal standing of our products. We only have to hear names like Log4Shell to remember how crippling a single vulnerability can be.

A Comprehensive DevSecOps Guide: Key Considerations to Effectively Secure Your CI/CD Pipeline

Aggregated on: 2024-03-02 15:12:11

Editor's Note: The following is an article written for and published in DZone's 2024 Trend Report, The Modern DevOps Lifecycle: Shifting CI/CD and Application Architectures. The era of digital transformation has brought about the need for faster, efficient, and more secure software development processes. Enter DevSecOps: a philosophy that integrates security practices into DevOps processes and aims to embed security into every stage of the development lifecycle — from the writing of code to application deployment in production. The incorporation of DevSecOps can lead to numerous benefits such as early identification of vulnerabilities, cost savings, and faster delivery times.

Exploring Python Tools for Generative AI

Aggregated on: 2024-03-01 23:42:10

Generative AI has become a powerful tool for creating new and innovative content, from captivating poems to photorealistic images. But where do you begin when you start learning in this exciting area? Python, with its robust libraries and active community, stands as a perfect starting point. This article delves into some of the most popular Python tools for generative AI, equipping you with the knowledge and code examples to kickstart your creative journey. 1. Text Generation With Transformers The Transformers library, built on top of PyTorch, offers a convenient way to interact with pre-trained language models like GPT-2. These models, trained on massive datasets of text and code, can generate realistic and coherent text continuations. Here's an example of using the transformers library to generate creative text:

Spring RestTemplate to WebClient Causes OutOfMemoryError

Aggregated on: 2024-03-01 22:42:10

Spring Boot is a highly popular framework for Java enterprise applications. One common method of integration with internal or external applications is through HTTP REST connections. We were upgrading from RestTemplate to the Java NIO-based WebClient, which can significantly enhance application performance by allowing concurrency when calling REST service endpoints. The benefits of WebClients are as follows: Concurrency: WebClient enables handling multiple connections simultaneously without blocking threads, leading to better concurrency. Asynchronous: Asynchronous programming allows the application to perform other tasks while waiting for I/O operations to complete, improving overall efficiency. Performance: Non-blocking I/O can manage more connections with fewer threads, reducing the resources required for handling concurrent requests. Although the performance improved, however with the same number of concurrent connections, the WebClient was crashing with OutOfMemoryError. We will be analyzing the WebClient crash issues along with how to troubleshoot and fix them.

Extractive Summarization With LLM Using BERT

Aggregated on: 2024-03-01 21:57:10

In today's fast-paced world, we're bombarded with more information than we can handle. We’re increasingly getting used to receiving more information in less time, leading to frustration when having to read extensive documents or books. That's where extractive summarization steps in. To get to the heart of a text, the process pulls out key sentences from an article, piece, or page to give us a snapshot of its most important points. For anyone needing to understand big documents without reading every word, this is a game changer.

Maximizing Feedback for Developers With Continuous Testing

Aggregated on: 2024-03-01 20:57:10

Developers need feedback on their work so that they know whether their code is helping the business. They should have “multiple feedback loops to ensure that high-quality software gets delivered to users”[1]. Development teams also need to review their feedback loops so that they can maximize useful feedback. Testing provides feedback and should be continuous so that it provides quick and continuous feedback to the developers. Testing must always be happening as part of the development process. There are many different types of testing.

Software Engineering Trends in the Industry

Aggregated on: 2024-03-01 19:57:10

This article identifies some basic trends in the software industry. Specifically, we will explore how some well-known organizations implement and benefit from early and continuous testing, faster software delivery, reduced costs, and increased collaboration. While it is clear that activities like breaking down silos, shift-left testing, automation, and continuous delivery are interrelated, it is beneficial to take a look at how companies strive to achieve such goals in practice. Companies try to break down the traditional silos that separate development, operations, and testing teams. This eliminates barriers and fosters collaboration, where all teams share responsibility for quality throughout the software development lifecycle. This collaborative approach leads to improved problem-solving, faster issue resolution, and ultimately, higher-quality software.

Evaluating LLMs: Beyond Traditional Software Testing

Aggregated on: 2024-03-01 18:57:10

Large Language Models (LLMs) have revolutionized how we interact with computers, enabling text generation, translation, and more. However, evaluating these complex systems requires a fundamentally different approach than traditional software testing. Here's why: LLM's Black Box Nature Traditional software is based on deterministic logic with predictable outputs for given inputs. LLMs, on the other hand, are vast neural networks trained on massive text datasets. Their internal workings are incredibly complex, making it difficult to pinpoint the exact reasoning for any specific output. This "black box" nature poses significant challenges for traditional testing methods.

Elevate Your Terminal Game: Hacks for a Productive Workspace

Aggregated on: 2024-03-01 17:57:10

In the realm of productivity, every efficiency gained counts. For many, the terminal serves as the central hub for navigating the digital landscape. Whether you're a seasoned developer, a system administrator, or simply someone who spends a lot of time working in the command line, customizing your terminal can transform it from a basic tool into a personalized powerhouse. In this guide, we'll explore various ways you can hack your terminal to enhance your workflow, boost productivity, and create a workspace tailored to your needs. Most of the stuff will revolve around modifying your bashrc/zshrc config. Enhance the Look With Powerlevel10k The aesthetic appeal of your terminal plays a significant role in your overall experience. Powerlevel10k is one of the coolest themes you can install in your zsh terminal. It transforms your terminal from a basic interface into a sleek, informative, and visually captivating display, providing a significant upgrade in both aesthetics and functionality.

The Rise of the Platform Engineer: How to Deal With the Increasing Complexity of Software

Aggregated on: 2024-03-01 16:57:10

Editor's Note: The following is an article written for and published in DZone's 2024 Trend Report, The Modern DevOps Lifecycle: Shifting CI/CD and Application Architectures. DevOps — ✓DevSecOps — ✓Platform engineering — ?

Making Cloud Simpler: How Tangoe's AI and Patents Streamline FinOps

Aggregated on: 2024-03-01 16:57:10

As cloud usage continues its meteoric rise, spurred further by advances like generative AI, the complexity and costs of cloud management are skyrocketing. Infrastructure and architecture leaders need better ways to optimize cloud spending that don't require manual analysis of endless line items across disconnected consoles. Tangoe aims to solve this problem through exclusive patented capabilities that apply AI and automation to streamline the entire FinOps process. With 70 patents and counting, they are continuous innovators in using technology to simplify technology management.

The Art and Science of Software Testing

Aggregated on: 2024-03-01 15:57:10

In the realm of software development, where innovation and progress unfold at an unprecedented pace, the significance of software testing cannot be overstated. It stands as the bastion against defects, bugs, and glitches that could potentially compromise the integrity, functionality, and security of digital products. Software testing is not merely a procedural step in the development lifecycle; it is a meticulous craft that demands equal parts of skill, strategy, and foresight. The Imperative of Quality Assurance In today's hyperconnected world, software pervades every facet of our lives. From the applications we use daily to the critical systems running behind the scenes in industries such as healthcare, finance, and transportation, the reliability and performance of software are paramount. Quality assurance, therefore, emerges as a non-negotiable imperative, driving the need for robust testing methodologies.

AI Advancement for API and Microservices

Aggregated on: 2024-03-01 14:57:10

Recent AI advancements in API technology involve enhancing natural language processing capabilities, improving algorithmic decision-making through reinforcement learning, and expanding AI integration across diverse sectors like healthcare, finance, and e-commerce to create more intelligent, adaptable, and tailored API solutions. Key Trends and Advancements AutoML for APIs AutoML (Automated Machine Learning) tools are increasingly being used to automate the development of machine learning models that can be exposed through APIs. This streamlines the process of building AI-powered APIs by reducing the need for manual intervention in model training and deployment.

Introduction To Backtesting Strategy: Historical Data Replay in DolphinDB

Aggregated on: 2024-03-01 13:57:10

In DolphinDB, we can import historical data into a stream table in chronological order as “real-time data” so that the same script can be used both for backtesting and real-time trading. Regarding streaming in DolphinDB, please refer to DolphinDB Streaming Tutorial. This article introduces the functions replay and replayDS and then demonstrates the process of data replaying.

10 Tips To Improve Python Coding Skills in 2024

Aggregated on: 2024-03-01 13:57:10

Python is a popular, versatile, and easy-to-learn programming language that offers excellent career options to individuals such as Python developers, full-stack developers, software engineers, cyber security experts, data analysts, etc. It is an excellent language to begin your career in IT. The Python programming language helps individuals develop the frontend and backend and work with the database. Good Python coding skills allow professionals to execute all Python-related works efficiently and conveniently. If you also want to excel with Python, you must give special attention to your coding skills. In this blog, we'll share the 10 best tips to help you improve your Python coding skills.

Scriptless Approach in Performance Testing: NeoLoad

Aggregated on: 2024-03-01 12:57:10

In the evolving landscape of the software testing world, the need for rapid and efficient performance testing has become more crucial than ever. Conventional code-based testing tools have long been the standard, requiring specialized skills and considerable time and investments. Nevertheless, the arrival of low code/no code performance testing tools has marked a paradigm shift, offering a more accessible and efficient alternative. Below, we will explore the reasons why low code/no code performance testing tools like Tricentis NeoLoad are going to change performance test automation and how they will outshine their traditional counterparts. What Is a Low Code/No Code Approach? Low code/no code platforms have emerged as powerful tools, enabling users with limited coding expertise to develop applications and automate processes effortlessly. These platforms boast intuitive drag-and-drop interfaces, visual workflows, and a wealth of pre-built components, facilitating the rapid creation of robust applications. In the domain of performance testing, low code/no code tools offer an efficient approach, allowing testers to design, execute, and analyze performance tests without the need for extensive scripting or coding knowledge.

Securing and Monitoring Your Data Pipeline: Best Practices for Kafka, AWS RDS, Lambda, and API Gateway Integration

Aggregated on: 2024-02-29 22:57:10

There are several steps involved in implementing a data pipeline that integrates Apache Kafka with AWS RDS and uses AWS Lambda and API Gateway to feed data into a web application. Here is a high-level overview of how to architect this solution: 1. Set Up Apache Kafka Apache Kafka is a distributed streaming platform that is capable of handling trillions of events a day. To set up Kafka, you can either install it on an EC2 instance or use Amazon Managed Streaming for Kafka (Amazon MSK), which is a fully managed service that makes it easy to build and run applications that use Apache Kafka to process streaming data.

Journey Through Java Execution: From Loader to Memory Model

Aggregated on: 2024-02-29 20:27:09

Ever wondered what happens behind the scenes when you hit that "run" button on your Java program? The process involves a series of complex steps, from compiling and loading the code into memory to managing data in data structures like the heap and stack. Here, we'll explore the steps of running a basic Java program, highlighting the roles of the loader, compiler, runner, and memory model. Consider a simple Java program that calculates the factorial of a number "n" using recursion.

JS Toolbox 2024: Runtime Environments and Package Management

Aggregated on: 2024-02-29 19:57:10

Series Introduction Staying ahead of the curve in JavaScript development requires embracing the ever-evolving landscape of tools and technologies. As we navigate through 2024, the landscape of JavaScript development tools will continue to transform, offering more refined, efficient, and user-friendly options. This "JS Toolbox 2024" series is your one-stop shop for a comprehensive overview of the latest and most impactful tools in the JavaScript ecosystem.

How To Automate CI/CD Pipeline With Walrus and GitLab

Aggregated on: 2024-02-29 18:12:10

Walrus file is a new feature released in Walrus 0.5. It allows you to describe applications and configure infrastructure resources using a concise YAML. You can then execute walrus apply in the Walrus CLI or import it on the Walrus UI. This will submit the Walrus file to the Walrus server, which will deploy, configure, and manage applications and infrastructure resources. This makes it easy to reuse them across multiple environments.

Efficient Message Distribution Using AWS SNS Fanout

Aggregated on: 2024-02-29 18:12:10

In the world of cloud computing and event-driven applications, efficiency and flexibility are absolute necessities. A critical component of such an application is message distribution. A proper architecture ensures that there are no bottlenecks in the movement of messages. A smooth flow of messages in an event-driven application is the key to its performance and efficiency. The volume of data generated and transmitted these days is growing at a rapid pace. Traditional methods often fall short in managing this kind of volume and scale, leading to bottlenecks impacting the performance of the system. Simple Notification Service (SNS), a native pub/sub messaging service from AWS can be leveraged to design a distributed messaging platform. SNS will act as the supplier of messages to various subscribers, resulting in maximizing throughput and effortless scalability.

Real-Time Communication Protocols: A Developer's Guide With JavaScript

Aggregated on: 2024-02-29 17:42:09

Real-time communication has become an essential aspect of modern applications, enabling users to interact with each other instantly. From video conferencing and online gaming to live customer support and collaborative editing, real-time communication is at the heart of today's digital experiences. In this article, we will explore popular real-time communication protocols, discuss when to use each one, and provide examples and code snippets in JavaScript to help developers make informed decisions. WebSocket Protocol WebSocket is a widely used protocol that enables full-duplex communication between a client and a server over a single, long-lived connection. This protocol is ideal for real-time applications that require low latency and high throughput, such as chat applications, online gaming, and financial trading platforms.

The Evolution of Database Architectures: Navigating Big Data, Cloud, and AI Integration

Aggregated on: 2024-02-29 17:42:09

In the ever-expanding digital landscape, where data is generated at an unprecedented rate, the architecture of databases stands as the bedrock of efficient data management. With the rise of Big Data and Cloud technologies, alongside the integration of Artificial Intelligence (AI), the realm of database architectures has undergone a profound transformation. This article delves into the intricate world of database architectures, exploring their adaptation to Big Data and Cloud environments while also dissecting the evolving impact of AI on their structure and functionality. As organizations grapple with the challenges of handling vast amounts of data in real time, the significance of robust database architectures becomes increasingly apparent. From the traditional foundations of Relational Database Management Systems (RDBMS) to the flexible solutions offered by NoSQL databases and the scalability of cloud-based architectures, the evolution continues to meet the demands of today's data-driven landscape.

Logging and Monitoring in Microsoft Azure

Aggregated on: 2024-02-29 17:27:09

Microsoft Azure is a major cloud computing platform that provides a comprehensive set of services for developing, deploying, and managing applications and infrastructure. Effective logging and monitoring are critical for ensuring the performance, security, and cost-effectiveness of your Azure cloud services. In this post, we will look at the significance of logging and monitoring in Azure, as well as numerous alternatives and best practices for logging and monitoring, as well as popular Azure services and tools that may assist you in achieving these goals. The Importance of Logging and Monitoring in Azure Before diving into the technical aspects of logging and monitoring in Azure, it’s crucial to understand why these activities are vital in a cloud-based environment.

Dapr For Java Developers

Aggregated on: 2024-02-29 17:12:09

In this article, learn how the Dapr project can reduce the cognitive load on Java developers and decrease application dependencies. Coding Java applications for the cloud requires not only a deep understanding of distributed systems, cloud best practices, and common patterns but also an understanding of the Java ecosystem to know how to combine many libraries to get things working.

Swift Predicate: Usage, Composition, and Considerations

Aggregated on: 2024-02-29 16:42:09

NSPredicate has always been a powerful tool provided by Apple, allowing developers to filter and evaluate data collections in a natural and efficient way by defining complex logical conditions. Over time, with the continuous maturation and development of the Swift language, in 2023, the Swift community undertook the task of reconstructing the Foundation framework using pure Swift language. In this significant update, a new Predicate feature based on Swift coding was introduced, marking a new stage in data processing and evaluation. This article aims to explore the usage, structure, and key considerations of Swift Predicate in practical development. What Is a Predicate? In modern software development, efficiently and accurately filtering and evaluating data is crucial. Predicates serve as a powerful tool, allowing developers to achieve this goal by defining logical conditions that return a Boolean value (true or false). This plays a pivotal role not only in filtering collections or finding specific elements within a collection but also serves as the foundation for data processing and business logic implementation.

Machine Learning at the Edge: Enabling AI on IoT Devices

Aggregated on: 2024-02-29 15:42:09

In today's fast-paced world, the Internet of Things (IoT) has become a ubiquitous presence, connecting everyday devices and providing real-time data insights. Within the IoT ecosystem, one of the most exciting developments is the integration of artificial intelligence (AI) and machine learning (ML) at the edge. This article explores the challenges and solutions in implementing machine learning models on resource-constrained IoT devices, with a focus on software engineering considerations for model optimization and deployment. Introduction The convergence of IoT and AI has opened up a realm of possibilities, from autonomous drones to smart home devices. However, IoT devices, often located at the edge of the network, typically have limited computational resources, making the deployment of resource-intensive machine learning models a significant challenge. Nevertheless, this challenge can be overcome through efficient software engineering practices.

Exploring Four Unique Key Generation Strategies in GridGain and Apache Ignite

Aggregated on: 2024-02-29 15:27:09

Some databases have a feature where a column can be “autoincremented.” In this piece, we’ll explain why GridGain and Apache Ignite do not and what you can do to get equivalent functionality. The naming varies, but the concept is straightforward: the system automatically generates a key for you if there is no unique business key for a table. Typically, this would be a numeric column, and the data would increase the value by one every time you insert a new record. MySQL and MariaDB have specific SQL syntax for “AUTO_INCREMENT.” SQL Server has a special data type called IDENTITY. Oracle used to make you use a sequence and a trigger, but it has made it a bit easier in recent years.

Navigating the Maze: A Comprehensive Guide To Selecting the Right Messaging Queue

Aggregated on: 2024-02-29 15:12:09

In the vibrant world of microservices and event-driven architectures, messaging queues have emerged as a critical component, enabling asynchronous communication, decoupling systems, and unlocking scalability. However, with a vibrant landscape of options, choosing the optimal queue can feel like navigating a complex maze. This guide empowers you to confidently make informed decisions by delving into key factors, popular choices, and tailored considerations for diverse use cases. What Are Message Queues? Imagine a message queue as a central communication hub within your application. Producers (applications or services) deposit messages containing data or tasks, while consumers (other applications or services) retrieve them for processing. This asynchronous communication paradigm fosters the following:

Deploy Your Own AI Chat Buddy

Aggregated on: 2024-02-29 14:12:10

Alright, you tech-savvy human, brace yourself for a thrilling adventure into the land of artificial intelligence! We're not just dipping our toes here; we're diving headfirst into the deep end with the Qwen Chat Model. What's on the agenda? Setting up a cleverer chatbot than a fox and respecting privacy like a top-notch secret agent. Intrigued? You should be! Let's start our journey by understanding Generative AI and LLM (Large Language Model). Generative AI Generative AI refers to the branch of artificial intelligence focused on creating new content, whether text, images, music, or other forms of media. This type of AI leverages machine learning models, particularly generative models, to understand patterns, features, and relationships in large datasets and generate outputs that are new and often indistinguishable from human-created content.

Understanding Multi-Tenancy: Core Logic and High-Level Code With Django

Aggregated on: 2024-02-29 12:42:09

Multi-tenant applications are crucial for efficiently serving multiple clients from a single shared instance, offering cost savings, scalability, and simplified maintenance. Such applications can allow hospitals and clinics to manage patient records securely, enable financial institutions to provide personalized banking services and help streamline inventory management and customer relationship management across multiple stores. The primary functionality of multi-tenant applications resides in their capacity to serve numerous clients through a single installation of the application. In this architecture, each client, referred to as a tenant, maintains complete data isolation, ensuring data privacy and security. There are multiple third-party libraries available to implement multi-tenancy in Django. However, custom implementations of multi-tenancy can allow developers to innovate and tailor solutions according to unique business needs and use cases. Therefore, in this blog, we will show the core logic of how multi-tenancy is implemented using Django with a high-level code.

Semantic Search With Weaviate Vector Database

Aggregated on: 2024-02-28 23:12:09

In a previous blog, the influence of the document format and the way it is embedded in combination with semantic search was discussed. LangChain4j was used to accomplish this. The way the document was embedded has a major influence on the results. This was one of the main conclusions. However, a perfect result was not achieved. In this post, you will take a look at Weaviate, a vector database that has a Java client library available. You will investigate whether better results can be achieved.

Probability Basics for Software Testing

Aggregated on: 2024-02-28 17:12:09

Have you ever felt like building a castle out of sand, only to have the tide of unexpected software bugs wash it all away? In everyday work in software development, unforeseen issues can spell disaster. But what if we could predict the likelihood of these problems before they arise? Enter the realm of probability, our secret weapon for building robust and reliable software. Probability plays a crucial role in software testing, helping us understand the likelihood of certain events like encountering specific paths within the code and assessing the effectiveness of test coverage.

What Is Deep Learning and How Does It Power Modern AI?

Aggregated on: 2024-02-28 17:12:09

The impacts and power of generative AI were realized at scale in businesses last year. Now, every software company, supermarket brand, and business, even tangentially related to tech, appears to be building an AI-based solution of their own for 2024. But how much do we know about the foundations of these technologies and what they're doing with our data behind the curtain? How well is the AI black box we’re all learning to trust really understood outside of niche tech circles? What is there to know about something that is opaque by design? First, let's start at the beginning.

Simplifying SQL Server and Kubernetes Across Hybrid/Multi-Cloud

Aggregated on: 2024-02-28 16:57:09

The complexity of managing business-critical Microsoft SQL Server workloads with Kubernetes, especially across hybrid and multi-cloud infrastructure, can stall many organizations’ modernization plans. However, DH2i's new DxOperator tool aims to change that dynamic with automated deployment and simplified management capabilities purpose-built for SQL Server availability groups in Kubernetes environments. As DH2i CEO Don Boxley explained, a major goal was streamlining Kubernetes for the SQL Server user base: "Inexperience with Kubernetes is a common barrier preventing seasoned IT pros from being able to harness the massive scalability, flexibility, and cost savings benefits of SQL Server containerization." By reducing deployment time from 30 minutes to "just a few minutes," DXOperator unlocks the path to containerization.

The Role of Penetration Testing in Strengthening Cyber Defenses

Aggregated on: 2024-02-28 16:42:09

Digital security has become a significant worry for organizations of different sizes in today's fast-paced world. With the rate at which digital threats continue to develop, enhancing security measures is very important to protect vulnerable data and infrastructure. This defense is referred to as penetration testing. Ethical hacking recognizes susceptibilities within the digital framework, making use of cybersecurity drills and offering practical knowledge that strengthens cyber defense. Through this strategy, organizations can minimize risks and be protected against possible threats. Together, we’ll explore the relevance of penetration testing in strengthening cyber security and its different capacities in preserving a secure framework amidst the ever-changing security environment.

Reclaim Your Deleted Resources With the Reclamation Controller

Aggregated on: 2024-02-28 15:57:09

Have you ever found yourself in a situation where you accidentally deleted a valuable resource, only to realize later that you still needed it? Perhaps you mistakenly deleted an important file from your cloud storage, or you removed a critical database entry without intending to. These situations can be frustrating and time-consuming to resolve, but with the Reclamation Controller, you can reclaim your deleted resources effortlessly. How Does Reclamation Work? Imagine you're working on a cloud platform where you manage various resources such as files, databases, or virtual machines. The Reclamation Controller acts as a safety net for these resources. When you delete a resource, whether intentionally or accidentally, the Reclamation Controller kicks in and initiates a grace period before permanently removing the resource from the system. During this grace period, you have the opportunity to restore your resource, preventing irreversible data loss.

Advancements and Capabilities in Modern Mainframe Architecture

Aggregated on: 2024-02-28 15:57:09

Mainframe architecture refers to the design and structure of a mainframe computer system, which is a powerful and reliable computing platform used for large-scale data processing, transaction processing, and enterprise applications. Some of the key components and characteristics of mainframe architecture: Central Processing Unit (CPU) Mainframes typically feature multiple high-performance CPUs capable of executing complex instructions and handling large workloads simultaneously.

Appium vs. Selenium

Aggregated on: 2024-02-28 15:42:09

Can you now imagine the world without mobile apps or web apps? Obviously, no! Besides being go-to communication or information hubs, they have become fundamental platforms for performing everyday activities with just a few clicks, whether booking a restaurant table or paying your bills. With a highly competitive market, companies strive to deliver efficient apps without compromising on speed and quality. To ensure the app’s quality, they often prefer using the best testing solution.

Model as a Service in the Generative AI Era

Aggregated on: 2024-02-28 15:12:09

Generative AI space has seen huge advancements in recent times. AI models are getting better and better at tasks like text summarization, question answering, chatting, etc. For example, Bing Copilot has seen several improvements by taking advantage of the GPT-4 technology. Google also announced their Gemini and Bard models. However, training and fine-tuning such models require massive computing infrastructure, and they cost a lot. This is a huge barrier to AI adoption because not many players in the market may be able to come up with such large language models from scratch. However, building models or applications on top of an already existing foundational or base model is something that could solve this problem. This helps businesses because they don’t have to come up with a foundational model by themselves but can take advantage of an already existing one and fine-tune it to suit their needs or directly consume the model. MaaS and MaaP Model as a service (MaaS) refers to a cloud-based service where such machine learning or Generative AI models are hosted in the cloud and are easily available for consumption through simple chat-based APIs. The ease of use and lower learning curves for trying these services have accelerated their adoption. In general, MaaS simplifies model consumption.

The 7 Rs of Cloud Migration Strategy: A Comprehensive Overview

Aggregated on: 2024-02-28 14:57:09

Today’s business world is reverberating with the drumbeat of digital transformation. Organizations across industries sprint to keep pace with evolving customer demands, competition, and ever-shifting technological landscapes. Adopting Amazon Web Services (AWS) has become a critical catalyst for success in this high-stakes race. IT infrastructure and applications in the cloud require a well-defined AWS cloud migration strategy, one that charts the path to maximizing the transformative power of this technology.

Controlling Cloud Infrastructure Costs: Tips and Tricks

Aggregated on: 2024-02-28 14:42:09

Computing costs, as computing itself, should always be predictable. But in reality, cloud infrastructure costs can quickly get out of control. There are many reasons for that to happen. Fortunately, you can learn to control those by implementing a smart cloud cost management strategy. In this article, the Sigma Software team will share some insights and tips on managing expenditures on infrastructure maintenance.

Logging and Monitoring in AWS

Aggregated on: 2024-02-28 14:42:09

Amazon Web Services (AWS) is a popular cloud platform that provides a variety of services for developing, deploying, and managing applications. It is critical to develop good logging and monitoring practices while running workloads on AWS to ensure the health, security, and performance of your cloud-based infrastructure. In this post, we will look at the significance of logging and monitoring in AWS, as well as the many alternatives and best practices for logging and monitoring, as well as prominent AWS services and tools that may help you achieve these goals. The Importance of Logging and Monitoring in AWS Before we dive into the technical aspects of logging and monitoring in AWS, it’s essential to understand why these activities are critical in a cloud-based environment.

Architectural Insights: Designing Efficient Multi-Layered Caching With Instagram Example

Aggregated on: 2024-02-27 20:27:08

Caching is a critical technique for optimizing application performance by temporarily storing frequently accessed data, allowing for faster retrieval during subsequent requests. Multi-layered caching involves using multiple levels of cache to store and retrieve data. Leveraging this hierarchical structure can significantly reduce latency and improve overall performance. This article will explore the concept of multi-layered caching from both architectural and development perspectives, focusing on real-world applications like Instagram, and provide insights into designing and implementing an efficient multi-layered cache system.

Essential Relational Database Structures and SQL Tuning Techniques

Aggregated on: 2024-02-27 19:42:08

Understanding the structures within a Relational Database Management System (RDBMS) is critical to optimizing performance and managing data effectively. Here's a breakdown of the concepts with examples. RDBMS Structures 1. Partition Partitioning in an RDBMS is a technique to divide a large database table into smaller, more manageable pieces, called partitions, without changing the application's SQL queries.

An Approach To Synthetic Transactions With Spring Microservices: Validating Features and Upgrades

Aggregated on: 2024-02-27 17:42:08

In fintech application mobile apps or the web, deploying new features in areas like loan applications requires careful validation. Traditional testing with real user data, especially personally identifiable information (PII), presents significant challenges. Synthetic transactions offer a solution, enabling the thorough testing of new functionalities in a secure and controlled environment without compromising sensitive data. By simulating realistic user interactions within the application, synthetic transactions enable developers and QA teams to identify potential issues in a controlled environment. Synthetic transactions help in ensuring that every aspect of a financial application functions correctly after any major updates or new features are rolled out. In this article, we delve into one of the approaches for using synthetic transactions.

Critical Infrastructure Protection in the Age of Cyber Threats

Aggregated on: 2024-02-27 17:42:08

Critical Infrastructure Protection is the need to safeguard a nation/region's important infrastructures, such as food, agriculture, or transportation. Critical infrastructures include transportation systems, power grids, and communication systems. Critical infrastructure protection is important to communities because any damage to these infrastructures is dangerous to global economies and the world. A cyber or cybersecurity threat is a harmful act that seeks to steal data, damage data, or disrupt digital life. Cyber threat is also the possibility of a successful cyber attack that aims to gain prohibited access to damage, disrupt, or steal an information technology asset, computer network, intellectual property, or any other form of sensitive data. Critical infrastructure protection is important to communities because any damage to these infrastructures is dangerous to global economies and the world.

Top 5 Common Cybersecurity Attacks MSPs Should Know in 2024

Aggregated on: 2024-02-27 17:27:08

As Managed Service Providers (MSPs) continue to play a crucial role in managing IT services for businesses, understanding the landscape of cybersecurity threats becomes paramount. The year 2024 is no exception, with cybercriminals employing more sophisticated methods to breach defenses. This article delves into the top five common cybersecurity attacks that MSPs should be aware of in 2024, providing insights into prevention, mitigation, and the indispensable role of reliable backup solutions in ensuring data resilience. Introduction to Cybersecurity for MSPs In an era where digital threats are constantly evolving, MSPs must stay ahead of the curve to protect their clients effectively. The dynamic nature of cybersecurity demands continuous learning and adaptation to safeguard against new threats.

Here's Why Developers Quit Their Jobs

Aggregated on: 2024-02-27 17:12:08

Labor shortages plague the tech industry. Software development companies feel the weight of these challenges more than most, and many are taking the wrong approach to fix them. Recruiting skilled developers has been IT leaders’ top challenge for two straight years, but focusing on new hires isn’t the solution. The developer labor market is highly competitive, and turnover is high. Consequently, it may be more helpful to focus on retaining current devs instead of finding people to replace them.

Architecture: Software Cost Estimation

Aggregated on: 2024-02-27 17:12:08

Estimating workloads is crucial in mastering software development. This can be achieved either as an ongoing development part of agile teams or in response to tenders as a cost estimate before migration, among other ways. The team responsible for producing the estimate regularly encounters a considerable workload, which can lead to significant time consumption if the costing is not conducted using the correct methodology.