News Aggregator

Generative AI for Biomedical Insights

Aggregated on: 2023-08-24 20:31:33

Large language models (LLMs) are emerging as valuable new biomedical discovery and therapeutic development tools. This technical analysis compares two leading biomedical LLMs —the open-source OpenBIOML framework and Anthropic’s proprietary BIO GPT. These contrasting AI systems' architectures, optimization approaches, and benchmark performances are analyzed. By evaluating their complementary strengths and weaknesses on representative biomedical tasks, guidance is provided for researchers and technologists on responsible integration into pharmaceutical workflows. The analysis aims to help teams leverage these technologies to advance disease understanding and drug discovery without compromising scientific or ethical standards. Best practices for the transparent and rigorous application of OpenBIOML’s data modeling strengths and BIO GPT’s knowledge synthesis capabilities are discussed. Biomedical LLM Landscape Biomedical Large Language Models (LLMs) are pivotal in accelerating drug discovery. They have the capability to swiftly analyze research, generate hypotheses, and consolidate findings, providing innovative methods to comprehend and address complex biological challenges.

Discrepancies Between Test and FastAPI App Data

Aggregated on: 2023-08-24 20:31:33

When testing the FastAPI application with two different async sessions to the database, the following error may occur: In the test, an object is created in the database (the test session). A request is made to the application itself in which this object is changed (the application session). An object is loaded from the database in the test, but there are no required changes in it (the test session). Let’s find out what’s going on.

Exploring Shadow DOM With Examples Using Cypress

Aggregated on: 2023-08-24 20:16:33

The idea of componentization has completely changed how we design and maintain user interfaces in the field of web development. The advent of Shadow DOM is one of the pillars of this movement. Shadow DOM empowers developers to encapsulate styles, scripts, and markup within components, shielding them from the global scope and preventing unintended interference. In this blog, we'll delve into the fascinating realm of Shadow DOM and explore how Cypress, a powerful end-to-end testing framework, can help us interact with components encapsulated within Shadow DOM with detailed examples.

The Four Big Risk Categories Every SAAS Application Must Address

Aggregated on: 2023-08-24 19:31:33

When enterprises select a SaaS provider for mission-critical applications, they are placing a bet on that product and vendor. Smart customers understand that they must minimize risks to their security and their business. Not surprisingly, many CISOs and security organizations today require that every SaaS application goes through a thorough security vetting process where the SaaS provider will explain how the product mitigates risks and enhances security. Additionally, CFOs and their audit teams must analyze and judge the business risk posed by any SaaS product inserted into their enterprise workflows. These teams are not only trying to identify the obvious risks, like business continuity and risk to customers but also other orthogonal risks, such as impacts on operational excellence that might result from improper project versioning or feature roadmaps.

Hey Developers: Diagrams Don’t Need to Be So Complex

Aggregated on: 2023-08-24 19:31:33

Let’s put it simply: we’re overthinking our diagrams. Creating diagrams is an important part of the code documentation process. Unfortunately, it’s usually seen as an arduous and time-consuming chore. Diagrams quickly become too granular and too detailed. The most important details are lost in a sea of complexity.

A Guide To Taming Blocking Operations With Project Reactor

Aggregated on: 2023-08-24 19:16:33

In the world of modern web application development, responsiveness and scalability are paramount. Users expect lightning-fast responses and seamless interactions, and to meet these expectations, developers have embraced reactive programming paradigms. Spring WebFlux, with its non-blocking, asynchronous foundation, is a cornerstone of this revolution. However, even in the realm of reactive programming, there are often unavoidable encounters with the blocking world. Whether it's interfacing with legacy systems, accessing a traditional database, or integrating with third-party libraries that haven't made the leap to reactive yet, developers find themselves at the crossroads of reactivity and blocking operations.

Create a Langchain Alternative From Scratch Using OceanBase

Aggregated on: 2023-08-24 18:31:33

Recently, I've been exploring the world of OceanBase, a distributed relational database management system. As I navigated through its extensive documentation, I realized the magnitude of the task at hand — the sheer volume of content made it challenging to find precise information quickly and efficiently. This experience sparked an idea. What if there was a way to simplify this process? What if we could leverage the power of AI to navigate through this vast sea of information? Thus, the concept of a document chatbot for OceanBase was born.

How To Use SQL To Analyze and Visualize Data

Aggregated on: 2023-08-24 18:31:33

In today's data-driven world, the ability to analyze and visualize data is crucial for making informed decisions. SQL (Structured Query Language) is a powerful tool that not only helps you retrieve and manipulate data but also allows you to create compelling visualizations. In this guide, we'll walk you through the steps to effectively use SQL for data analysis and visualization. In this comprehensive guide, we will delve into the art and science of employing SQL to analyze and visualize data. We'll navigate through the intricacies of data extraction, explore transformative techniques, harness the analytical prowess of SQL, and ultimately unveil the captivating world of data visualization. The primary focus will remain on the core question: "How to visualize data?" This journey will equip you with the skills to extract actionable insights from raw data and present them in a visually compelling manner.

Snowflake Workload Optimization

Aggregated on: 2023-08-24 03:46:33

In the era of big data, efficient data management and query performance are critical for organizations that want to get the best operational performance from their data investments. Snowflake, a cloud-based data platform, has gained immense popularity for providing enterprises with an efficient way of handling big data tables and reducing complexity in data environments. Big data tables are characterized by their immense size, constantly increasing data sets, and the challenges that come with managing and analyzing vast volumes of information. With data pouring in at high volume from various sources in diverse formats, ensuring data reliability and quality is increasingly challenging but also critical. Extracting valuable insights from this diverse and dynamic data necessitates scalable infrastructure, powerful analytics tools, and a vigilant focus on security and privacy. Despite the complexities, big data tables offer immense potential for informed decision-making and innovation, making it essential for organizations to understand and address the unique characteristics of these data repositories to harness their full capabilities effectively.

Spring Boot Annotations: Behind the Scenes and the Self-Invocation Problem

Aggregated on: 2023-08-24 03:16:33

When developing Spring Boot applications, we often use annotations such as @Transactional, @Cacheable, @Retryable, @Validated, @Async, and so on. Through these annotations, we imbue our beans with supplementary logic, such as encapsulating database operations within transactions or implementing caching mechanisms. However, not everyone wonders how they work under the hood and what issues may arise from using them. In this article, let's embark on a journey to explore how the most popular annotations work and what the self-invocation problem is.

Demystifying the ‘Class’ Attribute in HTML: A Comprehensive Guide With Examples

Aggregated on: 2023-08-24 03:16:33

In the vast landscape of web development, the class attribute in HTML stands as a cornerstone that unlocks a world of styling and design possibilities. Whether you're a beginner or an experienced coder, understanding how to use the class attribute effectively is essential for crafting visually appealing and organized web pages. In this comprehensive guide, we'll delve deep into the class attribute, explore its nuances, provide real-world examples, and demonstrate how it plays a pivotal role in the creation of modern web interfaces. Understanding the Class Attribute: A Foundation of CSS Styling The class attribute is a fundamental component of HTML that serves as a bridge between your HTML content and CSS styling. It allows you to associate one or more class names with an HTML element, enabling you to apply specific styles to those elements using CSS. Unlike id attributes, which are unique to a single element, the class attribute can be applied to multiple elements on a page, facilitating consistent styling across various elements.

Deep Learning in Image Recognition: Techniques and Challenges

Aggregated on: 2023-08-24 01:46:33

In the vast realm of artificial intelligence, deep learning has emerged as a game-changer, especially in the field of image recognition. The ability of machines to recognize and categorize images, much like the human brain, has opened up a plethora of opportunities and challenges. Let's delve into the techniques deep learning offers for image recognition and the hurdles that come with them. Convolutional Neural Networks (CNNs) Technique: CNNs are the backbone of most modern image recognition systems. They consist of multiple layers of small neuron collections that process portions of the input image, called receptive fields. The results from these collections are then tiled so that they overlap, to obtain a better representation of the original image; this is a distinctive feature of CNNs.

Deploying a Lambda-Backed REST API Using AWS CDK: A Detailed Guide

Aggregated on: 2023-08-24 01:46:33

Explore the step-by-step process of deploying a Lambda-backed API using AWS CDK in this detailed guide. From setting up your environment to implementing and testing the API, this blog post covers it all. Ideal for both beginners and experienced developers, this guide offers practical examples and clear explanations to help you manage complex cloud infrastructure effectively. Dive in to enhance your understanding of AWS CDK and learn how to deploy a functional web API. Step 1: Setting up Your Environment Before you can start using AWS CDK, ensure you have Node.js, AWS CLI, and AWS CDK Toolkit installed. Configure your AWS credentials using the AWS CLI... Here’s a more detailed breakdown:

Mastering Multiple GitHub Accounts

Aggregated on: 2023-08-24 01:01:33

Managing multiple GitHub accounts can be a daunting task, especially for developers who work on personal and professional projects across different organizations. Manually switching between accounts every time you want to push code can lead to confusion and potential errors. Thankfully, there’s a powerful solution — the ~/.ssh/config file. In this blog post, we'll explore how to leverage this configuration file to set up seamless access to multiple GitHub accounts simultaneously. By the end, you'll be empowered to effortlessly navigate between your various accounts, streamlining your development workflow. Understanding ~/.ssh/config The ~/.ssh/config file is a hidden configuration file located in the user's home directory. It allows you to define custom configurations for SSH connections, including those to GitHub repositories. By setting up specific rules for each GitHub account, you can automatically switch between accounts without the need for manual configurations.

Configuring SSO Using WSO2 Identity Server

Aggregated on: 2023-08-24 00:31:33

Single sign-on is a feature that allows users to access more than one application with the same credentials. This article shows how we can configure SSO using the WSO2 Identity Server. There is a cab company called Pickup that has two web applications called pickup-manager and pickup-dispatch, which use WSO2 IS as their identity provider. After SSO configuration is done for both applications, the users need to provide credentials only for one application, and they can automatically log in to the other application. This article shows SSO implementation using two ways — SAML 2.0 and OpenID Connect/OAuth 2.0. Prerequisites WSO2 Identity Server (IS) 5.11.0. Apache Tomcat 8.5. Download saml2-web-app-pickup-dispatch.com.war, saml2-web-app-pickup-manager.com.war and pickup-dispatch.war, pickup-manager.war from this repository. Implementation Steps (SAML 2.0) 1. Start the WSO2 IS server by running wso2server.bat or wso2server.sh present under <WSO2IS_HOME>/bin.

Running and Debugging a Python Barcode App in a Docker Container

Aggregated on: 2023-08-24 00:01:33

When creating Python barcode extensions using CPython and Dynamsoft Barcode reader, one of the major concerns you have to face is testing your code compatibility with different versions of Python. To test if your Python barcode extension works in your Windows, Linux, or macOS, you will need to have each version of Python installed on your computer. However, it’s time-consuming.

Mastering Node.js: The Ultimate Guide

Aggregated on: 2023-08-23 23:46:33

What Is Node.js? Node.js is an open-source, server-side runtime environment built on the V8 JavaScript engine developed by Google for use in Chrome web browsers. It allows developers to run JavaScript code outside of a web browser, making it possible to use JavaScript for server-side scripting and building scalable network applications. Node.js uses a non-blocking, event-driven I/O model, making it highly efficient and well-suited for handling multiple concurrent connections and I/O operations. This event-driven architecture, along with its single-threaded nature, allows Node.js to handle many connections efficiently, making it ideal for real-time applications, chat services, APIs, and web servers with high concurrency requirements. One of the key advantages of Node.js is that it enables developers to use the same language (JavaScript) on both the server and client sides, simplifying the development process and making it easier to share code between the front-end and back-end. Node.js has a vibrant ecosystem with a vast array of third-party packages available through its package manager, npm, which makes it easy to integrate additional functionalities into your applications. Overall, Node.js has become immensely popular and widely adopted for web development due to its speed, scalability, and flexibility, making it a powerful tool for building modern, real-time web applications and services. Efficiently Handling Tasks With an Event-Driven, Asynchronous Approach Imagine you are a chef in a busy restaurant, and many orders are coming in from different tables.

Building an Open-Source Smart Building Assistant With Cloud LLM Models

Aggregated on: 2023-08-23 22:31:33

The concept of smart buildings has gained significant traction in recent years, revolutionizing the way we interact with our living and working spaces. Open-source solutions have played a crucial role in democratizing technology, and combining them with cloud-based Large Language Models (LLMs) presents a unique opportunity to create a powerful and accessible smart building assistant. Cloud-based LLM models, such as OpenAI's GPT-3, are AI-driven language processing engines that can understand and generate human-like text. Integrating these models into a smart building assistant allows for natural language interaction, making the assistant more user-friendly and adaptable. Steps To Build an Open-Source Smart Building Assistant 1. Project Planning and Scope Definition: Clearly define the scope of your open-source smart building assistant project. Determine the key functionalities, such as controlling building systems, providing energy insights, and offering user assistance.

What’s New in AI: ChatGPT Plugins and Internet Access

Aggregated on: 2023-08-23 21:31:32

Today we bring you a new update on one of the most famous AIs of the moment, ChatGPT. In recent years, AIs have experienced advances that have radically transformed the way we interact with technology. From personalized recommendation systems to intelligent chatbots, AI has ceased to be mere science fiction speculation and has become a reality. However, after all this progress, a new chapter has opened: connecting artificial intelligence to the Internet and the ability to use plugins. Imagine an AI that cannot only process data and perform complex tasks but also has unlimited access to the vast amount of information available on the web. This new milestone in the evolution of AI opens up a wealth of possibilities. Now, they can search for updated information in real time and provide more accurate and contextualized answers to our questions.

Serverless vs Containers: Which Is Right for Your Business?

Aggregated on: 2023-08-23 21:31:32

Are you attempting to determine the ideal method for deploying your apps in the cloud? The two most common solutions are Serverless vs Containers. But deciding which one to use might be difficult. Which one is superior? Which is more economical? Which one is simpler to manage? In this blog, we will talk about Serverless vs Containers and explain when to utilize each one. In addition to this, we will also talk about another popular option to consider – Microservices Architecture and how it fits into the picture. At the end of this post, you’ll know precisely how Containers vs Serverless stack up against one another and which one is better for your purposes. So, let’s dive into the world of Serverless vs Containers and find out which one reigns supreme!

AWS Outages: Is North Virginia the Least Reliable AWS Region and Why?

Aggregated on: 2023-08-23 21:01:32

It's a common belief among AWS users that Northern Virginia, also known as US East or N. Virginia (US-East-1), is the region with the least reliability when it comes to uptime. To verify this, we analyzed the AWS outage history from 2022 across various regions, specifically focusing on whether N. Virginia truly experienced the most downtime.

Why Dive Into IoT Sensor Calibration Insights?

Aggregated on: 2023-08-23 21:01:32

The Internet of Things (IoT) is a massive system of interconnected devices communicating and exchanging data through IoT protocols and standards. It depends on data gathering and analysis to perform and improve its capabilities. To make this possible, the IoT relies on sensors and actuators to measure various parameters related to a device's specific functions. Businesses can benefit heavily from automation processes as they can handle many operations that require additional manual labor. They can also enjoy reduced costs and improved overall efficiency. However, learning how to calibrate a sensor is critical to achieving these benefits.

Deploy Like a Pro: Mastering the Best Practices for Code Deployment

Aggregated on: 2023-08-23 20:46:33

As a developer, you know that deploying code can be a time-consuming and complex process. Streamlining production deployment is crucial for ensuring your code gets into the hands of users as quickly and efficiently as possible. But how do you achieve this? In this article, we'll discuss some essential tips and tricks for streamlining production deployments. From automating your build process to optimizing your release strategy, we'll cover everything you need to know to make the deployment process as smooth as possible. So whether you're a seasoned developer or just starting, read on to learn how you can make your production deployment process smoother and more efficient.

Visualizing IoT Data With MQTT, QuestDB, and Grafana

Aggregated on: 2023-08-23 20:01:32

Monitoring Time-Series IoT Device Data Time-series data is crucial for IoT device monitoring and data visualization in industries such as agriculture, renewable energy, and meteorology. It enables trend analysis, anomaly detection, and predictive analytics, empowering businesses to optimize performance and make data-driven decisions. Thanks to technological advancements and the accessibility of open-source tools, gathering and analyzing data from IoT devices has become easier than ever before. In this tutorial, we will guide you through the process of setting up a monitoring system for IoT device data. We will use historical electricity consumption data from some European countries, captured at a 15-minute resolution. The data is sent to an MQTT-compatible message broker called Mosquitto, and then channeled to QuestDB through Telegraf, a highly efficient data collector. To visualize the results, we will connect Grafana to QuestDB using its Postgres interface.

Azure Monitoring Agent: Key Features and Benefits

Aggregated on: 2023-08-23 19:46:32

In today's rapidly evolving digital landscape, businesses increasingly rely on cloud computing and infrastructure to support their operations. As organizations migrate their workloads to the cloud, robust monitoring and management tools are paramount to ensure optimal performance, security, and efficiency. In response to this demand, Microsoft Azure has introduced the Azure Monitoring Agent (AMA), a powerful and versatile solution designed to enhance the monitoring capabilities of Azure resources. AMA is a lightweight yet potent agent that plays a crucial role in collecting and transmitting telemetry data from various resources within the Azure ecosystem. It serves as a bridge between Azure resources, on-premises servers, and virtual machines, enabling users to gain deep insights into the health and performance of their applications and infrastructure.

Programmers in the Era of Large Models

Aggregated on: 2023-08-23 18:01:32

The following video showcases a snippet of the Apache SeaTunnel developer's daily workflow, aided by Co-Pilot. If you haven't yet embraced tools like Co-Pilot, ChatGPT, or private large-scale models for development assistance, you might find yourself quickly outpaced by the industry over the next five years. Those skilled in leveraging AI-powered coding can accelerate their development speed tenfold compared to those without this skill. This isn't an exaggeration — after reading this, you'll likely have a whole new perspective on how AIGC enhances development efficiency. Disrupting Traditional Junior Programmer Training With Large Models: Empowering Skills and Experience In the past, junior programmers would be given tasks by mentors, taught basic approaches, and then guided and corrected as they wrote code. They learned from experience and guidance, gradually gaining proficiency.

Migration From One Testing Framework to Another

Aggregated on: 2023-08-23 17:46:32

Some time ago (quite a long time actually), I joined a startup company that developed a storage system. This system had multiple interfaces available for end users — CLI, UI, and REST API. At first, there were only developers on this project. For big tests (end-to-end), they decided to choose Robot Framework — a popular solution with very extensive documentation. It supports so-called 'keywords,' allowing you to write tests in human-readable sentences and then execute them in the way you want: Python *** Keywords *** Open Login Page Open Browser http://host/login.html Title Should Be Login Page Title Should Start With [Arguments] ${expected} ${title} = Get Title Should Start With ${title} ${expected}

Log Analysis: Elasticsearch vs. Apache Doris

Aggregated on: 2023-08-22 23:16:32

As a major part of a company's data asset, logs bring value to businesses in three aspects: system observability, cyber security, and data analysis. They are your first resort for troubleshooting, your reference for improving system security, and your data mine, where you can extract information that points to business growth. Logs are the sequential records of events in the computer system. If you think about how logs are generated and used, you will know what an ideal log analysis system should look like:

A Multilingual Prestashop Online Store Using ChatGPT

Aggregated on: 2023-08-22 22:46:32

Today, we will look at the example of the free engine Prestashop to translate content using the generative neural network ChatGPT4. For the example, we will use Prestashop version 1.7.8.6.

Navigating the LLM Landscape: A Comparative Analysis of Leading Large Language Models

Aggregated on: 2023-08-22 22:31:32

As the demand for advanced natural language processing capabilities continues to surge, the emergence of large language models (LLMs) has become a pivotal milestone in the field. With the rapid advancement of AI technology, LLMs have revolutionized the way we interact with text, enabling us to communicate, analyze, and generate content with unprecedented sophistication. In this in-depth analysis, we delve into the world of leading LLMs, exploring their capabilities, applications, and performance. Our comparative analysis not only includes renowned OpenAI models but also sheds light on other noteworthy contenders such as LangChain, Anthropic, Cohere, and Google. Join us as we unravel the fascinating landscape of LLMs, uncover their unique features, and ultimately help you make informed decisions by harnessing the power of natural language processing systems.

What Is SlackOps? How Can It Be Used by DevOps?

Aggregated on: 2023-08-22 22:31:32

In today's fast-paced software development landscape, the need for efficient communication and collaboration has become paramount. As organizations strive to achieve seamless integration and delivery of software, DevOps has emerged as a key methodology. However, managing communication channels effectively within a DevOps environment can still prove challenging.To address this challenge, the concept of SlackOps has gained popularity. SlackOps combines the power of Slack, a popular team collaboration tool, with the principles of DevOps, enabling teams to streamline their communication and enhance collaboration. By leveraging SlackOps, organizations can optimize their DevOps workflows, leading to improved productivity and efficient software delivery. Understanding SlackOps and Its Benefits for DevOps At its core, SlackOps refers to the practice of utilizing Slack as a communication hub within a DevOps ecosystem. Slack, with its rich set of features, fosters real-time communication, centralizes information sharing, and promotes cross-team collaboration. Integrating Slack into a DevOps environment can bring numerous benefits to the table.

It’s 2 AM. Do You Know What Your Code Is Doing?

Aggregated on: 2023-08-22 22:16:32

Once we press the merge button, that code is no longer our responsibility. If it performs sub-optimally or has a bug, it is now the problem of the DevOps team, the SRE, etc. Unfortunately, those teams work with a different toolset. If my code uses up too much RAM, they will increase RAM. When the code runs slower, it will increase CPU. In case the code crashes, they will increase concurrent instances. If none of that helps, they will call you up at 2 AM. A lot of these problems are visible before they become a disastrous middle-of-the-night call. Yes. DevOps should control production, but the information they gather from production is useful for all of us. This is at the core of developer observability, which is a subject I’m quite passionate about. I’m so excited about it I dedicated a chapter to it in my debugging book.

Traffic Management and Network Resiliency With Istio Service Mesh

Aggregated on: 2023-08-22 22:16:32

Virtual services and destination rules help DevOps engineers and cloud architects apply granular routing rules and direct traffic around the mesh. Besides, they provide features to ensure and test network resiliency, so that applications operate reliably. In this article, we will explore both the features of Istio: traffic routing and network resilience testing. Traffic Routing in CI/CD With Istio Istio can split traffic between service or service subsets with ease. Traffic splitting is done based on weights/percentages (refer to the image below) defined in the corresponding virtual service and destination rule resources.

The Five Most Important KPIs for Software Startups to Track

Aggregated on: 2023-08-22 21:46:32

Starting a new company is difficult. How difficult? So difficult that an estimated eight out of ten don't last beyond their fifth year. For software development companies, things may be even harder than that. The reasons for that are manifold. For one thing, many software development firms depend on a single product to fuel their bottom lines at the outset — and there's quite a bit that can go wrong with immature software products. That reality means that anyone running a software development startup has to execute a perfectly choreographed high-wire act if they want their company to survive long enough to thrive. Doing that, however, requires vigilance, powered by as much real-world operational data as possible. However, not every software development startup knows which KPIs to watch to gauge their overall health and odds of success. To remedy that, here are the three most relevant KPI categories to software development startups and five specific KPIs every one of them should track.

Comparing Glue ETL and AWS Batch: Optimal Tool Selection for Data Transformation

Aggregated on: 2023-08-22 21:46:32

As we continue to delve deeper into the digital age, the importance of data continues to grow. Businesses, scientists, and governments alike are gathering increasingly vast amounts of information, and these datasets require sophisticated tools for processing and analysis. Two such tools that have gained significant attention recently are Amazon's AWS Glue ETL and AWS Batch services. Both offer robust functionalities for managing, transforming, and analyzing data, but how do you decide which is the best fit for your specific needs? In this article, we will take a detailed look at both AWS Glue ETL and AWS Batch, comparing their features, capabilities, and use cases to help you make an informed decision. Overview Data transformation tools play a crucial role in data analysis. They help in converting raw data into useful information that can be used for decision-making. The process involves cleaning, normalizing, and transforming raw data to prepare it for analysis. AWS Glue ETL and AWS Batch are among the top data transformation tools that are designed to handle these tasks, offering different capabilities and strengths based on the specific requirements of your workload.

Me, a Conference Speaker? Yes, You!

Aggregated on: 2023-08-22 21:31:32

I have been in your shoes: it is very intimidating to get in front of strangers and speak about your passion: technical topics where others are stronger; opinions that are the anthesis of commonly-held beliefs; real-life solutions which you don’t believe are that unique. Or perhaps the most scary: people get bored and walk out on you. Yet, how many conference sessions have you attended or watched webinars where you thought I knew this, I know more than the speaker, or even I totally disagree, and here’s why. The speakers you enjoy listening to — the David Belvins, Holly Cummings, Trisha Gee, Josh Long, Reza Rahman, Venkat Subramaniam of the world, and many others — started simply: likely pushed, goaded, and mentored into speaking. Practice and experience — and likely multiple failures — help novice speakers into rock stars.

The Evolution of Continuous Merge

Aggregated on: 2023-08-22 20:46:32

On this week’s episode of Dev Interrupted, co-host Conor Bronsdon and Ben Lloyd Pearson, LinearB’s Director of Developer Relations, detail the evolution of Continuous Merge and the tool behind it, gitStream. Joining the conversation is Nik LeBlanc, VP of Engineering at DevCycle. Nik shares the ways his team is using gitStream to streamline code reviews and offers practical advice for anyone looking to implement the tool on their own team. He also explores the somewhat controversial practice of splitting up and reshuffling engineering teams, a strategy that DevCycle has used to great effect. Nik finds that this practice helps balance teams, manage diverse knowledge bases, and de-risk the organization.

Validate XML Request Against XML Schema in Mule 4

Aggregated on: 2023-08-22 20:46:32

In the world of integration and data exchange, XML (eXtensible Markup Language) continues to play a crucial role due to its flexibility and widespread adoption. However, to ensure seamless communication between different systems, validating XML data against predefined rules becomes essential. In this article, we will explore the process of validating XML requests against XML Schema in Mule 4. The steps involved in validating XML schema in Mule 4 are as follows:

Testing With Ginkgo

Aggregated on: 2023-08-22 20:46:32

Testing is an indispensable part of software development, ensuring the reliability and correctness of the codebase. However, writing tests that are expressive and easy to understand can be a challenge. The Go programming language, renowned for its simplicity and efficiency, demands a testing framework that aligns with its philosophy. This is where Ginkgo comes into play. Ginkgo is a powerful testing framework for Go, designed to facilitate Behavior Driven Development (BDD) style testing. Traditional unit testing can become cumbersome and less intuitive, especially as the codebase grows in complexity. The lack of expressive tests can hinder collaboration between developers, testers, and stakeholders, leading to misunderstandings and costly errors.

Next.js vs. React: The Ultimate Guide To Choosing the Right Framework

Aggregated on: 2023-08-22 20:46:32

React and Next.js are the most popular technologies in front-end development to create high-quality websites and modern dynamic web applications worldwide. Top streaming services apps like Hulu and Netflix rely on React framework, which is extremely fast and delivers immersive experiences. So if you're familiar with React, you already have experience working on it. On the other hand, Next.js has more features and is more opinionated than React, even though they both assist with creating high-performance and more effective web user interfaces. This type of web development is especially useful for websites that are highly concerned with search engine optimization or pre-rendering. Despite both helping to create effective web user interfaces, Nextjs is more feature-rich and opinionated than React. Each has unique features and use cases that make them ideal for building modern and dynamic web applications. Well! In this guide, we will make a detailed comparison between Next.js vs. React and help you decide which framework best suits your needs by explaining the differences between them. If you are a developer or a business seeking a detailed comparison between Next.js vs. React, then you have come to the right place.

The Top 6 Use Cases of GPT-4

Aggregated on: 2023-08-22 19:46:32

Welcome to our exploration of the top 6 use cases of GPT-4. In this article, we will uncover the diverse and transformative applications of the cutting-edge language model, GPT-4. Developed by OpenAI, GPT-4 is the new open AI model that has transcended its predecessors, demonstrating unprecedented proficiency across various domains. From natural language understanding to generating human-like text, GPT-4 excels in delivering exceptional results. Its capabilities have sparked a revolution in industries such as content creation, customer support, medical research, language translation, and more. The potential of GPT-4 to streamline processes, enhance productivity, and revolutionize human-machine interactions is awe-inspiring.

Importance of VLSI Design Verification and Its Methodologies

Aggregated on: 2023-08-22 19:31:32

In the dynamic world of VLSI (Very Large-Scale Integration), the demand for innovative products is higher than ever. The journey from a concept to a fully functional product involves many challenges and uncertainties where design verification plays a critical role in ensuring the functionality and reliability of complex electronic systems by confirming that the design meets its intended requirements and specifications. In 2023, the global VLSI market is expected to be worth USD 662.2 billion, according to Research and Markets. According to market analysts, it will be worth USD 971.71 billion in 2028, increasing at a Compound Annual Growth Rate (CAGR) of 8%. In this article, we will explore the concept of design verification, its importance, the process involved, the languages and methodologies used, and the future prospects of this critical phase in the development of VLSI design.

Bracing for the AI-Driven Cybersecurity Landscape of Tomorrow

Aggregated on: 2023-08-22 19:01:32

Maria Markstedter, founder of Azeria Labs and security researcher specialized in mobile and IoT security, was the opening keynote at BlackHat 2023 — Guardians of the AI Era: Navigating the Cybersecurity Landscape of Tomorrow. Markstedter provided an enlightening look at how artificial intelligence will transform cybersecurity in the coming years. While AI brings many benefits, it also poses novel threats that developers must understand to secure their systems. As Markstedter described, AI chatbots like ChatGPT have gone mainstream seemingly overnight. However, businesses have valid concerns about exposing sensitive data to these external services. In response, a new market for in-house AI development platforms has rapidly emerged.

Start Modernizing to Microservices With Strangler Fig on AWS in Minutes

Aggregated on: 2023-08-22 18:01:32

Congratulations - you’ve decided that a microservices architecture will help you achieve your business goals! Matheus Guimaraes did a re:Invent 2022 chalk talk on using the Strangler Fig pattern to incrementally and safely move to microservices. In the talk, he mentioned how AWS Migration Hub Refactor Space can accelerate getting started with the Strangler Fig pattern in AWS, and in this blog, we’ll show you how. Microservices offer exciting benefits including increased team independence, higher development velocity, and reduced blast radius for changes. However, you might find yourself spending months architecting, implementing, and testing refactor infrastructure (e.g., a strangler-fig proxy) before even starting to refactor. This months-long wait to realize refactor value is no more. You can have a best practices based refactor environment in minutes deployed in your AWS account by Refactor Spaces. Once created, you can quickly launch new features in microservices or start breaking apart your application into microservices. Let’s create the environment, so you can start refactoring.

Validate JSON Request Against JSON Schema in Mule 4

Aggregated on: 2023-08-22 17:31:32

JSON (JavaScript Object Notation) is a type of data format that is widely used in modern technology to interchange data. Validating a JSON schema ensures that the data complies with a predefined structure or schema, which is essential for ensuring data integrity and compatibility between different systems. Before We Start, Let's Understand What JSON Schema Is JSON schema is a specification that is written in JSON format. It defines a set of keywords that allow you to express various constraints and formats for JSON data.

Python F-Strings

Aggregated on: 2023-08-22 17:01:32

What F-Strings Are and How to Use Them Effectively In Python, F-strings are a way to embed expressions inside string literals, using a simple and concise syntax. F-strings start with the letter f and are followed by a string literal that may contain expressions that are evaluated at runtime and replaced with their values. These expressions are enclosed in curly braces: {}.

How To Avoid Anti-Patterns In Cypress

Aggregated on: 2023-08-22 15:46:32

No matter how advanced your automation technology is, anti-patterns represent standard bad practices, code smells, and pitfalls. In this case, when creating automated tests, teams can experience a range of difficulties that compound to create inefficient, incomplete, and hard-to-maintain tests. In addition, to provide high-quality, cost-efficient, and on-time delivery, it’s essential to recognize the signs that your tests aren’t performing optimally. In this Cypress tutorial on avoiding anti-patterns in Cypress, we will discuss some anti-patterns that we believe should be avoided using Cypress test automation framework for the most relevant testing experience and end product.

Machine Learning Libraries For Any Project

Aggregated on: 2023-08-22 15:31:32

There are many libraries out there that can be used in machine learning projects. Of course, some of them gained considerable reputations through the years. Such libraries are the straight-away picks for anyone starting a new project which utilizes machine learning algorithms. However, choosing the correct set (or stack) may be quite challenging. The Why In this post, I would like to give you a general overview of the machine learning libraries landscape and share some of my thoughts about working with them. If you are starting your journey with a machine learning library, my text can give you some general knowledge of the machine learning libraries and provide a better starting point for learning more.

What Are X-forwarded Headers, and Why Is It Used?

Aggregated on: 2023-08-22 15:01:32

HTTP headers are essential elements in the communication between clients (e.g., web browsers) and servers on the internet. They contain metadata, which is additional information about the client or the request being made. These headers allow clients and servers to negotiate and agree on various aspects of communication. For example, headers can specify the format in which the client expects the response data, such as JSON or XML. They can also indicate the preferred language for the content to be returned. Furthermore, server-side headers enable CORS (Cross-Origin Resource Sharing), allowing clients from different origins to access server resources securely. They can also provide information about server capabilities, such as supported encryption protocols or content negotiation preferences. By leveraging headers effectively, clients and servers can optimize communication and ensure the delivery of accurate and appropriate responses.

Just-In-Time (JIT) Compilation: Advantages, Disadvantages, and Future Trends

Aggregated on: 2023-08-22 14:46:32

Just-In-Time is a dynamic compilation technique that allows software programs to be compiled at runtime, optimizing performance and reducing startup times. It has enabled developers to write code that is both highly efficient and flexible, thanks to this innovative approach. With JIT compilation, developers can now focus on writing code that is more expressive and concise without sacrificing performance. This has not only accelerated the development process but has also led to the creation of more powerful and responsive software applications. How Does JIT Compilation Work? JIT compilation works by dynamically translating and optimizing the code during runtime instead of precompiling it before execution. When a program is executed, the JIT compiler analyzes the code and identifies sections that are frequently executed, known as hotspots. It then compiles these hotspots into machine code, which can be directly executed by the processor. This on-the-fly compilation process allows the program to adapt to the specific environment it is running on and optimize its performance accordingly.