This is part 44 of the EWD 3 Training Course. In this presentation we'll examine how multiple QEWD.js systems can be configured to break down your applications into highly scalable, high-performance MicroServices
EWD 3 Training Course Part 45: Using QEWD's Advanced MicroService FunctionalityRob Tweed
This document discusses advanced microservice functionality in QEWD, including templated routes, dynamic path-defined destinations, federated composite microservices, redirection of responses, and chained microservices. It provides an example of extending a previous login microservice example to demonstrate these features. Templated routes allow variable path components that are passed to handler functions. Security is improved by adding authentication against JSON web tokens in the beforeMicroserviceHandler function.
This presentation explains the new functionality within QEWD that supports the use of JSON Web Tokens and which allows QEWD.js to provide a powerful yet simple-to-use MicroService architecture
EWD 3 Training Course Part 1: How Node.js Integrates With Global Storage Data...Rob Tweed
This presentation is the first part of the EWD 3 Training Course. It provides an overview of how Node.js integrates with Global Storage Databases such as InterSystems' Cache, GT.M and the Redis-based ewd-redis-globals
- qewd-ripple is a demonstration version of the Node.js-based middle tier for the Ripple OSI Application that integrates multiple OpenEHR servers and provides a unified interface through its REST API.
- It uses the QEWD framework and can be installed on Ubuntu 16.04 or a Raspberry Pi through scripts. Key components include Node.js, QEWD, Redis or GT.M for global storage, MySQL, and the Ripple UI.
- The QEWD architecture handles incoming REST requests through a master process and worker processes to provide asynchronous and isolated request processing.
EWD 3 Training Course Part 36: Accessing REST and Web Services from a QEWD ap...Rob Tweed
This document describes how to create a REST proxy using QEWD. It involves:
1. Amending the backend restDemo.js module to extract the REST call logic into a separate function and define a 'proxy' handler function.
2. Setting the module to be a REST module.
3. Having the proxy handler function invoke the extracted REST call logic to proxy requests to the actual REST service.
4. Adding a route in the QEWD startup file to route the /api/proxy URL to the proxy handler function, exposing the REST service via the proxy.
This allows the module to act as a REST proxy to the external JSONPlaceholder service while still supporting normal interactive apps
EWD 3 Training Course Part 30: Modularising QEWD ApplicationsRob Tweed
This presentation is Part 30 of the EWD 3 Training Course. It explains the main techniques you can use for breaking a QEWD application into separate re-usable modules, allowing for easier maintenance and team development
EWD 3 Training Course Part 43: Using JSON Web Tokens with QEWD REST ServicesRob Tweed
This is part 43 of the EWD 3 Training Course. In this presentation, you'll learn how to use JSON Web Tokens (JWTs) instead of server-side QEWD Sessions in your REST Services
EWD 3 Training Course Part 4: Installing & Configuring QEWDRob Tweed
This presentation is part 4 of the EWD 3 Training Course. It explains how to install and configure QEWD, the EWD 3 super-module designed for running applications and web / REST services
EWD 3 Training Course Part 2: EWD 3 OverviewRob Tweed
This presentation is part 2 of the EWD 3 Training Course. It provides a quick, high-level overview of the suite of modules that constitute EWD 3 and shows how they interoperate, allowing you to build a sophisticated Node.js platform
ewd-qoper8-vistarpc: Exposing VistA's RPCs as REST ServicesRob Tweed
This presentation provides an introduction to the Node.js-based ewd-qoper8-vistarpc module, which is designed to integrate with VistA - the US Dept of Veterans' Affairs EHR - exposing its RPCs as REST Services
EWD 3 Training Course Part 8: Anatomy of the QEWD Messaging CycleRob Tweed
This presentation is Part 8 of the EWD 3 Training Course. It diagrammatically explains what happens throughout the life-cycle of a QEWD message round-trip.
EWD 3 Training Course Part 5b: First Steps in Building a QEWD ApplicationRob Tweed
This presentation is part 5 in the EWD 3 Training Course. It describes the first steps you should take when building a browser-based desktop QEWD application. This version of Part 5 is for anyone using QEWD on Linux or a Raspberry Pi.
EWD 3 Training Course Part 16: QEWD ServicesRob Tweed
This presentation is Part 16 of the EWD 3 Training Course. It describes and explains QEWD Services and shows you how to use them to create re-usable back-end message handlers.
EWD 3 Training Course Part 34: QEWD Resilient ModeRob Tweed
This is part 34 of the EWD 3 Training Course. This presentation explains how you can add resilience to the message queue used by QEWD by making it save all incoming requests to your embedded Global Storage database. In Resilient Mode, QEWD also saves a copy of all responses sent to clients, so the stored activity information can be used as an audit trail.
EWD 3 Training Course Part 38: Building a React.js application with QEWD, Part 2Rob Tweed
This is part 38 of the EWD 3 Training Course. This presentation begins to explore in detail how to develop a React.js application that integrates with QEWD
EWD 3 Training Course Part 37: Building a React.js application with ewd-xpres...Rob Tweed
This is part 37 of the EWD 3 Training Course. This presentation introduces and and begins to explore how to develop a React.js application that integrates with QEWD
EWD 3 Training Course Part 27: The QEWD SessionRob Tweed
This presentation is Part 27 of the EWD 3 Training Course. It explains how to access and manipulate a user's Session data using the DocumentNode APIs that have been described in previous Parts of this course
EWD 3 Training Course Part 28: Integrating Legacy Mumps Code with QEWDRob Tweed
This presentation is Part 28 of the EWD 3 Training Course. It is included for people who wish to modernise legacy Mumps/Cache applications, and explains how to integrate existing legacy Mumps/Cache ObjectScript code with QEWD
EWD 3 Training Course Part 5a: First Steps in Building a QEWD ApplicationRob Tweed
This presentation is part 5 in the EWD 3 Training Course. It describes the first steps you should take when building a browser-based desktop QEWD application. This version of Part 5 is for anyone using QEWD on Windows with the Cache database.
EWD 3 Training Course Part 19: The cache.node APIsRob Tweed
This presentation is Part 19 of the EWD 3 Training Course. It examines how to access a Global Storage database from JavaScript, by making use of the cache.node APIs
EWD 3 Training Course Part 14: Using Ajax for QEWD MessagesRob Tweed
This presentation is Part 14 of the EWD 3 Training Course. It explains how (and when) to use Ajax/HTTP messaging instead of WebSockets within your QEWD applications
LNUG: Having Your Node.js Cake and Eating It TooRob Tweed
The document discusses using Node.js for server-side applications. It introduces QEWD, a Node.js platform that allows running code in isolated worker processes to avoid Node.js's concurrency issues. QEWD uses a master process to queue incoming requests and dispatch them to separate worker processes. This allows Node.js code to leverage synchronous logic and avoid CPU-intensive tasks blocking other requests. The document argues this allows developers to "have their Node.js cake and eat it" by using Node.js for all application needs.
EWD 3 Training Course Part 7: Applying the QEWD Messaging PatternRob Tweed
This presentation is Part 7 of the EWD 3 Training Course. It takes you through the QEWD messaging pattern which is applied to the demonstration application that you'd started in Part 6
In this webinar, we review the benefits of deploying a microservices architecture with Cassandra as your backbone in order to ensure your applications become incredibly reliable. We discuss in detail:
- How to create microservices in Node.js with ExpressJs and Seneca
- Tuning the Node.js driver for Cassandra: error handling, load balancing and degrees of parallelism
- Additional best practices to ensure your systems are highly performant and available
The sample service is available on GitHub: https://github.com/jorgebay/killr-service
EWD 3 Training Course Part 6: What Happens when a QEWD Application is StartedRob Tweed
When a QEWD application is started, it triggers the EWD.start() function which establishes a web socket connection to the QEWD backend. This connection registers the client application within QEWD. A session is created, assigned a token, and returned to the client. This allows the client and backend to communicate securely using the session token as a reference.
EWD 3 Training Course Part 2: EWD 3 OverviewRob Tweed
This presentation is part 2 of the EWD 3 Training Course. It provides a quick, high-level overview of the suite of modules that constitute EWD 3 and shows how they interoperate, allowing you to build a sophisticated Node.js platform
ewd-qoper8-vistarpc: Exposing VistA's RPCs as REST ServicesRob Tweed
This presentation provides an introduction to the Node.js-based ewd-qoper8-vistarpc module, which is designed to integrate with VistA - the US Dept of Veterans' Affairs EHR - exposing its RPCs as REST Services
EWD 3 Training Course Part 8: Anatomy of the QEWD Messaging CycleRob Tweed
This presentation is Part 8 of the EWD 3 Training Course. It diagrammatically explains what happens throughout the life-cycle of a QEWD message round-trip.
EWD 3 Training Course Part 5b: First Steps in Building a QEWD ApplicationRob Tweed
This presentation is part 5 in the EWD 3 Training Course. It describes the first steps you should take when building a browser-based desktop QEWD application. This version of Part 5 is for anyone using QEWD on Linux or a Raspberry Pi.
EWD 3 Training Course Part 16: QEWD ServicesRob Tweed
This presentation is Part 16 of the EWD 3 Training Course. It describes and explains QEWD Services and shows you how to use them to create re-usable back-end message handlers.
EWD 3 Training Course Part 34: QEWD Resilient ModeRob Tweed
This is part 34 of the EWD 3 Training Course. This presentation explains how you can add resilience to the message queue used by QEWD by making it save all incoming requests to your embedded Global Storage database. In Resilient Mode, QEWD also saves a copy of all responses sent to clients, so the stored activity information can be used as an audit trail.
EWD 3 Training Course Part 38: Building a React.js application with QEWD, Part 2Rob Tweed
This is part 38 of the EWD 3 Training Course. This presentation begins to explore in detail how to develop a React.js application that integrates with QEWD
EWD 3 Training Course Part 37: Building a React.js application with ewd-xpres...Rob Tweed
This is part 37 of the EWD 3 Training Course. This presentation introduces and and begins to explore how to develop a React.js application that integrates with QEWD
EWD 3 Training Course Part 27: The QEWD SessionRob Tweed
This presentation is Part 27 of the EWD 3 Training Course. It explains how to access and manipulate a user's Session data using the DocumentNode APIs that have been described in previous Parts of this course
EWD 3 Training Course Part 28: Integrating Legacy Mumps Code with QEWDRob Tweed
This presentation is Part 28 of the EWD 3 Training Course. It is included for people who wish to modernise legacy Mumps/Cache applications, and explains how to integrate existing legacy Mumps/Cache ObjectScript code with QEWD
EWD 3 Training Course Part 5a: First Steps in Building a QEWD ApplicationRob Tweed
This presentation is part 5 in the EWD 3 Training Course. It describes the first steps you should take when building a browser-based desktop QEWD application. This version of Part 5 is for anyone using QEWD on Windows with the Cache database.
EWD 3 Training Course Part 19: The cache.node APIsRob Tweed
This presentation is Part 19 of the EWD 3 Training Course. It examines how to access a Global Storage database from JavaScript, by making use of the cache.node APIs
EWD 3 Training Course Part 14: Using Ajax for QEWD MessagesRob Tweed
This presentation is Part 14 of the EWD 3 Training Course. It explains how (and when) to use Ajax/HTTP messaging instead of WebSockets within your QEWD applications
LNUG: Having Your Node.js Cake and Eating It TooRob Tweed
The document discusses using Node.js for server-side applications. It introduces QEWD, a Node.js platform that allows running code in isolated worker processes to avoid Node.js's concurrency issues. QEWD uses a master process to queue incoming requests and dispatch them to separate worker processes. This allows Node.js code to leverage synchronous logic and avoid CPU-intensive tasks blocking other requests. The document argues this allows developers to "have their Node.js cake and eat it" by using Node.js for all application needs.
EWD 3 Training Course Part 7: Applying the QEWD Messaging PatternRob Tweed
This presentation is Part 7 of the EWD 3 Training Course. It takes you through the QEWD messaging pattern which is applied to the demonstration application that you'd started in Part 6
In this webinar, we review the benefits of deploying a microservices architecture with Cassandra as your backbone in order to ensure your applications become incredibly reliable. We discuss in detail:
- How to create microservices in Node.js with ExpressJs and Seneca
- Tuning the Node.js driver for Cassandra: error handling, load balancing and degrees of parallelism
- Additional best practices to ensure your systems are highly performant and available
The sample service is available on GitHub: https://github.com/jorgebay/killr-service
EWD 3 Training Course Part 6: What Happens when a QEWD Application is StartedRob Tweed
When a QEWD application is started, it triggers the EWD.start() function which establishes a web socket connection to the QEWD backend. This connection registers the client application within QEWD. A session is created, assigned a token, and returned to the client. This allows the client and backend to communicate securely using the session token as a reference.
Cloud APIs provide programmatic access to cloud resources and services. They allow developers to interact with applications, development environments, and raw compute/storage resources through standardized interfaces. While each cloud provider currently has their own proprietary APIs, there is a push for open standards to accelerate development of higher-level services and commoditization of basic resources. Key areas for a common cloud API include resource representations, security requirements, and orchestration of ensembles of resources across providers.
Accessing APIs using OAuth on the federated (WordPress) webFelix Arntz
OAuth 2.0 is commonly used for authentication when accessing APIs from third-party applications. However, using OAuth in WordPress plugins poses unique challenges due to WordPress being distributed and open-source. The presenter introduces a "Site Kit Service" approach that centralizes client credentials to address these challenges. It generates unique site credentials per WordPress site and proxies the OAuth flow to delegate access tokens securely while meeting UX and security best practices for OAuth in WordPress plugins.
Running your Spring Apps in the Cloud Javaone 2014cornelia davis
Walk through what it took to bring a Srping App initially built for 2nd platform (infrastructure dependent) deployment, and make it deployable to 3rd platform (Cloud Foundry).
PRIVATE CLOUD SERVER IMPLEMENTATIONS FOR DATA STORAGEEditor IJCTER
This document summarizes the implementation of a private cloud server for data storage without internet connectivity. The private cloud server provides software and services to clients, centralized data storage, and a private mailing system. It describes configuring the private cloud server in Microsoft Windows Server 2012, including enabling firewall rules, configuring the Hyper-V Replica Broker, and creating a self-signed certificate. The implementation allows clients to remotely access applications, operating systems, and data from any location without an internet connection. It analyzes the results, showing clients can now use both 32-bit and 64-bit applications and install operating systems remotely from the private cloud server.
Ruby Driver Explained: DataStax Webinar May 5th 2015DataStax
Apache Cassandra is the leading distributed database platform purpose built for the demands of today's modern Web, Mobile, and IOT applications. To support this growing demand, DataStax makes it a priority to deliver drivers to support today's most common and cutting edge languages. Join Bulat Shakirzyanov, Software Engineer at DataStax, as he dives into the inner-workings of the DataStax Ruby Driver for Apache Cassandra. He will:
• Provide a brief overview of Apache Cassandra's architecture and various terminology
• Walk through the basics for installing and using the DataStax Ruby Driver
• Drill into exactly why the Ruby Driver is fully asynchronous, both from the IO implementation as well as the Cassandra native protocol design
• Look at how the driver uses load balancing policies as well as use cases for various built-in load balancing policies, such as token aware and data center aware round-robin
• Discuss in detail the driver's error handling and fault tolerance and discuss various expected failure modes and how to handle them
• Explain the importance of address resolution policies and take a look at those that ship with the driver
Hands-On Lab: Managing and Monitoring Node.js Made Easy with CA Application P...CA Technologies
CA Application Performance Management (CA APM) now has the ability to monitor Node.js applications. See how to use the new CA APM Node.js agent to capture performance metrics on your Node.js applications and what these tell you about the performance of your Node.js applications as monitored with CA APM. In this hands-on lab, you will learn how to install the Node.js agent, view metrics and transaction traces in a Node app and see your Node.js application in the context of your larger enterprise application in CA APM Team Center.
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Node.js uses JavaScript - a language known to millions of developers worldwide - thus giving it a much lower learning curve even for complete beginners. Using Node.js you can build simple Command Line programs or complex enterprise level web applications with equal ease. Node.js is an event-driven, server-side, asynchronous development platform with lightning speed execution. Node.js helps you to code the most complex functionalities in just a few lines of code.
The document provides an overview of the Mastering Node.js course from Edureka. The course objectives include understanding Node.js development basics, using Node's package manager npm, developing server-side applications, creating RESTful APIs, and testing and debugging code. The document also discusses uses cases of Node.js in areas like server-side web applications, high scalability, and low memory consumption. It covers basics of Node.js like building a simple web server and using Socket.io for real-time communication. Node.js developers can create RESTful APIs, and must learn to debug and test their code.
A Pulsar Use Case In Federated Learning - Pulsar Summit NA 2021StreamNative
Federated learning (FL) is a machine learning technique that enables multiple decentralized organizations to train a model without exposing local data samples. Instead, during the training, lots of encrypted messages will be exchanged among the participants to aggregate the global model. Due to the message is so important and its requirements of real-time and sequential, it brings some challenges to the transmission.
In this session, we will talk about how to address the above challenge with the Apache Pulsar project, and we will go through the details about how popular FL project FATE(https://github.com/FederatedAI/FATE) use Pulsar to do federated training.
Automating Cloud Operations - Everything you wanted to know about cURL and RE...Revelation Technologies
All cloud service providers support seamless cloud automation and management through a REST API architecture allowing for single tasks or complex multi-step orchestrations to be created. REST has become the de facto standard for these cloud interfaces because of its ease of us, communication over HTTP, and wide support of nearly all programming languages and operating systems.
Where do you start? How do you decipher the API documentation? Where do you authenticate? And how do you create cloud resources programmatically?
This presentation walks through the fundamentals of REST, how its invoked through cURL, as well as a live demonstration of the automated provisioning of Oracle Cloud services through cURL/REST.
The document discusses building applications with the MEAN stack. It introduces the speakers and their experience. It then discusses using MongoDB, Express, AngularJS and Node.js together. It provides an example of how a submission flows through the full stack, from a user filling out a form to it being saved to the database. It also discusses customizing applications with plugins, modular development, and building software as a service applications.
Microservices Security with Open Policy Agent on Kubernetes. This includes the OPA Gatekeeper, Admission Controller, Policy examples and Istio integration
The document provides an overview and comparison of different solutions for wireless guest access management, including WLC native guest, CMX Connect, EMSP, and ISE Guest Portal. It discusses features, use cases, limitations, and configuration examples for each solution. Key information covered includes supported authentication methods, customization options, scalability limits, and integration with external servers.
apidays LIVE Paris - Multicluster Service Mesh in Action by Denis Jannotapidays
apidays LIVE Paris - Responding to the New Normal with APIs for Business, People and Society
December 8, 9 & 10, 2020
Multicluster Service Mesh in Action
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EWD 3 Training Course Part 38: Building a React.js application with QEWD, Part 4Rob Tweed
The document discusses building a React application with sub-components. It begins with a simple single component application and shows how to break it into a hierarchy with multiple sub-components. It demonstrates creating <Title> and <Content> sub-component modules and rendering them from the parent <MainPage> component. It also discusses passing a controller object between components and fixing errors that occur when returning multiple JSX elements from the render method.
EWD 3 Training Course Part 39: Building a React.js application with QEWD, Part 3Rob Tweed
This document discusses separating concerns in React components. It provides an example of extracting the dynamic logic from a React component into a separate controller module. This keeps the component focused only on the view logic and renders. The controller module is required by the component and handles any asynchronous behavior or state updates. Separating these concerns improves modularity and makes the code easier to understand and maintain. The example transforms an existing component to use this pattern by moving the dynamic code into a new controller file and augmenting the main component with the controller's methods.
EWD 3 Training Course Part 35: QEWD Session LockingRob Tweed
This is part 35 of the EWD 3 Training Course. This presentation explains how QEWD supports Session locking, which prevents two simultaneously invoked requests from the same QEWD session from using the QEWD session simultaneously
EWD 3 Training Course Part 33: Configuring QEWD to use CORSRob Tweed
This presentation is Part 33 of the EWD 3 Training Course. It explains how to configure your QEWD system to enable Cross Origin Resource Sharing (CORS)
EWD 3 Training Course Part 29: Running QEWD as a ServiceRob Tweed
This presentation is Part 29 of the EWD 3 Training Course. It explains how to run QEWD Node.js as a background service on Windows and Linux systems, instead of running it as a foreground process in a Command Prompt or Terminal window.
EWD 3 Training Course Part 25: Document Database CapabilitiesRob Tweed
This presentation is Part 25 of the EWD 3 Training Course. It explains the uniquely powerful Document Database capabilities of the EWD 3 abstraction of Global Storage
EWD 3 Training Course Part 24: Traversing a Document's Leaf NodesRob Tweed
This presentation is Part 24 of the EWD 3 Training Course. It examines another way to iterate through Global Storage, via its leaf nodes. In some situations this can be a faster and more efficient technique.
EWD 3 Training Course Part 23: Traversing a Range using DocumentNode ObjectsRob Tweed
This presentation is Part 23 of the EWD 3 Training Course. It looks at some of the more advanced techniques that you can use for traversing Global Storage using DocumentNode objects, in particular by NodeName prefixes and ranges
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Secure Test Infrastructure: The Backbone of Trustworthy Software DevelopmentShubham Joshi
A secure test infrastructure ensures that the testing process doesn’t become a gateway for vulnerabilities. By protecting test environments, data, and access points, organizations can confidently develop and deploy software without compromising user privacy or system integrity.
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Adobe After Effects is a software application used for creating motion graphics, special effects, and video compositing. It's widely used in TV and film post-production, as well as for creating visuals for online content, presentations, and more. While it can be used to create basic animations and designs, its primary strength lies in adding visual effects and motion to videos and graphics after they have been edited.
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After Effects is primarily used in the post-production phase, meaning it's used to enhance the visuals after the initial editing of footage has been completed.
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Not So Common Memory Leaks in Java WebinarTier1 app
This SlideShare presentation is from our May webinar, “Not So Common Memory Leaks & How to Fix Them?”, where we explored lesser-known memory leak patterns in Java applications. Unlike typical leaks, subtle issues such as thread local misuse, inner class references, uncached collections, and misbehaving frameworks often go undetected and gradually degrade performance. This deck provides in-depth insights into identifying these hidden leaks using advanced heap analysis and profiling techniques, along with real-world case studies and practical solutions. Ideal for developers and performance engineers aiming to deepen their understanding of Java memory management and improve application stability.
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Exploring Wayland: A Modern Display Server for the FutureICS
Wayland is revolutionizing the way we interact with graphical interfaces, offering a modern alternative to the X Window System. In this webinar, we’ll delve into the architecture and benefits of Wayland, including its streamlined design, enhanced performance, and improved security features.
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Tests, especially unit tests, are the developers’ superheroes. They allow us to mess around with our code and keep us safe.
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Adobe Lightroom Classic is a desktop-based software application for editing and managing digital photos. It focuses on providing users with a powerful and comprehensive set of tools for organizing, editing, and processing their images on their computer. Unlike the newer Lightroom, which is cloud-based, Lightroom Classic stores photos locally on your computer and offers a more traditional workflow for professional photographers.
Here's a more detailed breakdown:
Key Features and Functions:
Organization:
Lightroom Classic provides robust tools for organizing your photos, including creating collections, using keywords, flags, and color labels.
Editing:
It offers a wide range of editing tools for making adjustments to color, tone, and more.
Processing:
Lightroom Classic can process RAW files, allowing for significant adjustments and fine-tuning of images.
Desktop-Focused:
The application is designed to be used on a computer, with the original photos stored locally on the hard drive.
Non-Destructive Editing:
Edits are applied to the original photos in a non-destructive way, meaning the original files remain untouched.
Key Differences from Lightroom (Cloud-Based):
Storage Location:
Lightroom Classic stores photos locally on your computer, while Lightroom stores them in the cloud.
Workflow:
Lightroom Classic is designed for a desktop workflow, while Lightroom is designed for a cloud-based workflow.
Connectivity:
Lightroom Classic can be used offline, while Lightroom requires an internet connection to sync and access photos.
Organization:
Lightroom Classic offers more advanced organization features like Collections and Keywords.
Who is it for?
Professional Photographers:
PCMag notes that Lightroom Classic is a popular choice among professional photographers who need the flexibility and control of a desktop-based application.
Users with Large Collections:
Those with extensive photo collections may prefer Lightroom Classic's local storage and robust organization features.
Users who prefer a traditional workflow:
Users who prefer a more traditional desktop workflow, with their original photos stored on their computer, will find Lightroom Classic a good fit.
Exceptional Behaviors: How Frequently Are They Tested? (AST 2025)Andre Hora
Exceptions allow developers to handle error cases expected to occur infrequently. Ideally, good test suites should test both normal and exceptional behaviors to catch more bugs and avoid regressions. While current research analyzes exceptions that propagate to tests, it does not explore other exceptions that do not reach the tests. In this paper, we provide an empirical study to explore how frequently exceptional behaviors are tested in real-world systems. We consider both exceptions that propagate to tests and the ones that do not reach the tests. For this purpose, we run an instrumented version of test suites, monitor their execution, and collect information about the exceptions raised at runtime. We analyze the test suites of 25 Python systems, covering 5,372 executed methods, 17.9M calls, and 1.4M raised exceptions. We find that 21.4% of the executed methods do raise exceptions at runtime. In methods that raise exceptions, on the median, 1 in 10 calls exercise exceptional behaviors. Close to 80% of the methods that raise exceptions do so infrequently, but about 20% raise exceptions more frequently. Finally, we provide implications for researchers and practitioners. We suggest developing novel tools to support exercising exceptional behaviors and refactoring expensive try/except blocks. We also call attention to the fact that exception-raising behaviors are not necessarily “abnormal” or rare.
Explaining GitHub Actions Failures with Large Language Models Challenges, In...ssuserb14185
GitHub Actions (GA) has become the de facto tool that developers use to automate software workflows, seamlessly building, testing, and deploying code. Yet when GA fails, it disrupts development, causing delays and driving up costs. Diagnosing failures becomes especially challenging because error logs are often long, complex and unstructured. Given these difficulties, this study explores the potential of large language models (LLMs) to generate correct, clear, concise, and actionable contextual descriptions (or summaries) for GA failures, focusing on developers’ perceptions of their feasibility and usefulness. Our results show that over 80% of developers rated LLM explanations positively in terms of correctness for simpler/small logs. Overall, our findings suggest that LLMs can feasibly assist developers in understanding common GA errors, thus, potentially reducing manual analysis. However, we also found that improved reasoning abilities are needed to support more complex CI/CD scenarios. For instance, less experienced developers tend to be more positive on the described context, while seasoned developers prefer concise summaries. Overall, our work offers key insights for researchers enhancing LLM reasoning, particularly in adapting explanations to user expertise.
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Imagine if apps could think, plan, and team up like humans. Welcome to the world of AI agents and agentic user interfaces (UI)! In this session, we'll explore how AI agents make decisions, collaborate with each other, and create more natural and powerful experiences for users.
Societal challenges of AI: biases, multilinguism and sustainabilityJordi Cabot
Towards a fairer, inclusive and sustainable AI that works for everybody.
Reviewing the state of the art on these challenges and what we're doing at LIST to test current LLMs and help you select the one that works best for you