An overview of Bluemix, the platform's console, and steps on deploying and updating a simple application. Final slides go over several Bluemix-Watson use cases.
IBM Connect 2016: 1402 - Getting Technically Cozy with IBM Connections Cloud ...David Simpson
From setting up your development environment to shipping a great new app for your IBM Connections Cloud instance, this session shows you how to achieve all that and more. We define and review a baseline project with basic scaffold code, including a structured layout, events, modules, package conventions, functional skeletons for streams, embedded experiences, apps interactions, native UI/UX dialogs, buttons, and more. We review best practice tips and "gotcha" areas, and provide detailed examples.
Full code samples available at:
https://github.com/dvdsmpsn/ibm-connect-2016-examples/
Virtual Hub - Host SharePoint Framework web part as MS Teams messaging extensionNanddeep Nachan
This document discusses using the SharePoint Framework (SPFx) to build solutions for Microsoft Teams. SPFx can be used to build Teams tabs, personal apps, and messaging extensions. It provides examples of building a bot, Azure web app, and SPFx web part that work together in Teams. The document demonstrates deploying an SPFx web part as a Teams messaging extension, preparing the package, and deploying it to Teams.
ConnectED2015: IBM Domino Applications in BluemixMartin Donnelly
IBM ConnectED 2015 Abstract:
This session will show how Bluemix enables you to deploy Domino applications to the cloud in a matter of minutes. We will demonstrate how to leverage Bluemix buildpacks like XPages and Node.js both to modernize Domino applications and to give them a new home on a highly scalable and resilient PaaS. You will learn how to mix and match Bluemix runtimes and services to create Domino cloud apps rapidly, stage them privately and put them into production. You'll see how to use cutting edge tooling to monitor and manage your apps. This is the future.
This document provides summaries of various Firebase products and services, including Firebase Realtime Database, Firebase Authentication, Firebase Cloud Messaging, Firebase Notifications, Firebase Storage, Firebase Hosting, Firebase Test Lab for Android, and Firebase Crash Reporting. For each product or service, the document outlines its key capabilities and provides example use cases.
Continuous Integration is a wonderful and popular practice in the software development universe. Yet, for whatever reason, it seems much less commonly utilized in the SharePoint community. SharePoint (naturally) throws a few wrinkles into the process, but no substantial roadblocks, and the benefits of CI can be realized just as well on SharePoint projects as anywhere else. In this session, you'll learn why you should implement a CI process and then see how to do it using TFS and Visual Studio.
The document discusses Microsoft Azure DevOps, a suite of tools that helps organizations implement DevOps practices. It provides an overview of the different tools in Azure DevOps, including Azure Boards for planning work, Azure Repos for source code management, Azure Pipelines for continuous integration and delivery, Azure Test Plans for testing, and Azure Artifacts for managing packages. It also discusses how Azure DevOps integrates with other Azure services to help organizations streamline development, deployment, operations, and monitoring processes.
This document discusses how to connect Domino applications to the IBM Connections Activity Stream. It provides an overview of IBM Connections 4, OAuth standards, and how to set up the environment. It then describes how to connect to the Activity Stream, including registering an app, installing required databases, and retrieving and posting entries. Code samples and resources for further information are also included.
Lightning is Salesforce's platform for building modern user interfaces that are optimized for mobile and desktop. It includes the Lightning Experience interface, apps, and communities. The Lightning Component Framework is a JavaScript framework that allows building reusable UI components to customize Lightning Experience. It uses JavaScript on the client-side and Apex on the server-side. Components are self-contained pieces of UI that can be reused, and interact through events. The Lightning Design System provides style guides and components to build interfaces matching Lightning Experience.
The document discusses how IBM Bluemix allows developers to achieve nirvana by providing a cloud platform for rapidly building, deploying, and managing applications. Bluemix embraces Cloud Foundry as an open source Platform as a Service (PaaS) and extends it with IBM, third party, and community services. Developers are using Bluemix to quickly bring products to market at lower cost by continuously delivering new functionality and connecting existing IT investments to the cloud.
Bluemix is IBM's open cloud platform that provides developers with deployment options, development tools, services, and runtimes. It is built on open technologies like Cloud Foundry, Docker, and OpenStack. Bluemix can run applications on virtual machines, containers, or Cloud Foundry. It offers deployment options in the public cloud, in a dedicated private cloud environment, or locally behind a firewall. Bluemix provides services for web, data, mobile, analytics, cognitive, IoT, security and more. It also offers integration and API management capabilities.
This document provides an agenda and overview for a hands-on workshop on using IBM Bluemix and DevOps services. The agenda includes putting Bluemix and DevOps in perspective, registering for a Bluemix account, an overview of the Bluemix catalog, and hands-on exercises using Bluemix and DevOps services. The overview explains that Bluemix is IBM's cloud platform that provides infrastructure, platform and software services. It also defines DevOps as a culture where teams work together across roles to develop, deploy and operate systems. The hands-on exercises demonstrate deploying applications to Bluemix and using DevOps services for continuous delivery and integration.
The document discusses the Kony Development Cloud, which allows developers to build multi-channel mobile apps once and deploy them everywhere. It provides an overview of the key components of the Kony platform, including the Cloud Foundation for provisioning and managing cloud resources, Cloud Services for integration, data, messaging and other backend functions, the Development Framework for building apps, and Developer Tools for visual design and coding. The platform aims to help enterprises address the challenges of mobile app development across multiple devices and operating systems.
IBM Connections 4.5 Integration - From Zero To Social Hero - 2.0 - with Domin...Frank Altenburg
This document describes how to integrate IBM Connections 4.5 with IBM Lotus Domino iNotes, with IBM Sametime for Online Awareness and Business Card. How to install the IBM Connections Portlets for WebSphere Portal 8.0 and how to configure them. Adding the search integration and community content on pages. The Sametime Advanced integration and Quickr Integration is not included in this version.
Adobe AIR Development for the BlackBerry PlayBookKyle McInnes
The BlackBerry PlayBook is expected to be a killer tablet. It features a wide range of features and the ability to make native apps in a variety of languages including Adobe AIR.
This document provides an overview of Worklight, an IBM product for developing mobile applications. It discusses:
- The need for an enterprise mobile application development platform due to challenges like device fragmentation and rapid changes in mobile technology.
- Key components of Worklight including Worklight Studio for developing applications, Worklight Server for deployment and management, and Worklight Runtime for executing applications on devices.
- Application types supported by Worklight like browser apps, hybrid apps, and native apps and the tradeoffs of each.
- Capabilities provided by Worklight like push notifications, security, integration with back-end systems, application updates and analytics.
- The architecture and how different Worklight components interact during the
Revised Adf security in a project centric environmentJean-Marc Desvaux
Presented for Oracle virtual Dev Day conference in 2011.
Check the full day agenda & on-demand sessions at:
http://www.oracle.com/technetwork/community/developer-day/virtual-dev-day-rea-369353.html
Speaker: Dragan Panjkov;
In this session we will speak about SharePoint apps – new approach for development in new SharePoint. We will explain rationale behind Apps, basic concepts and various hosting options. We will also show you how to build your first app for SharePoint 2013.
This document provides an overview of using the Bluemix platform-as-a-service from IBM. It discusses getting started with Bluemix, deploying a sample Node.js application, configuring services, debugging tools, and other features like custom domains and no-downtime deployments. The document is a guide for Node.js developers to understand Bluemix and how to build and deploy applications to it.
The document discusses VMware Horizon Suite, which consists of Horizon Mirage, Horizon View, and Horizon Workspace. Horizon Workspace provides a single workspace for users to securely access corporate assets from any device. It offers centralized management of applications, data, and virtual desktops. The suite aims to simplify management, improve security and control, and empower users with access across devices and locations.
Apple Push Notification service (APNs for short) is the centerpiece of the push notifications feature. It is a robust and highly efficient service for propagating information to devices such as iPhone, iPad, and iPod touch devices. Each device establishes an accredited and encrypted IP connection with the service and receives notifications over this persistent connection. If a notification for an application arrives when that application is not running, the device alerts the user that the application has data waiting for it.
Software developers (“providers”) originate the notifications in their server software. The provider connects with APNs through a persistent and secure channel while monitoring incoming data intended for their client applications. When new data for an application arrives, the provider prepares and sends a notification through the channel to APNs, which pushes the notification to the target device.
Christopher Saunders, Applications Development Consultant Develop Relations, The BlackBerry ® Developer Day in Bangkok ,22 November 2011, Software Park Thailand.
1. The document traces the progression from heavyweight development to microservices, going through agile development, continuous integration, continuous delivery, and DevOps.
2. It describes how each stage built upon the previous one to break down large monolithic applications into discrete, independently deployable microservices for improved speed, cost, resilience, and visibility.
3. Key success factors for microservices are discussed relating to architecture, methodology, technology, and organization. Organizational alignment to business versus technology, team sizes and skills, and degree of automation are some factors highlighted.
Evolving your Architecture to MicroServicesHector Tapia
Once-stable industries are rapidly being disrupted as companies move toward digitalization by embracing software at their core.
Deploying cloud-native application architectures is at the center of how these businesses are fueling their disruptive character.
This document provides an agenda and overview of IBM Bluemix and Cloud Foundry. The agenda includes introductions to Platform as a Service (PaaS), Cloud Foundry, exploring the Bluemix console, and creating and updating an app. It then discusses the history of PaaS and Infrastructure as a Service (IaaS), defines Cloud Foundry as the industry-leading open PaaS, describes the Cloud Foundry architecture and components, explains how apps and services work on Cloud Foundry, and demonstrates how to create an app and edit code using the Bluemix console.
The document discusses Microsoft Azure DevOps, a suite of tools that helps organizations implement DevOps practices. It provides an overview of the different tools in Azure DevOps, including Azure Boards for planning work, Azure Repos for source code management, Azure Pipelines for continuous integration and delivery, Azure Test Plans for testing, and Azure Artifacts for managing packages. It also discusses how Azure DevOps integrates with other Azure services to help organizations streamline development, deployment, operations, and monitoring processes.
This document discusses how to connect Domino applications to the IBM Connections Activity Stream. It provides an overview of IBM Connections 4, OAuth standards, and how to set up the environment. It then describes how to connect to the Activity Stream, including registering an app, installing required databases, and retrieving and posting entries. Code samples and resources for further information are also included.
Lightning is Salesforce's platform for building modern user interfaces that are optimized for mobile and desktop. It includes the Lightning Experience interface, apps, and communities. The Lightning Component Framework is a JavaScript framework that allows building reusable UI components to customize Lightning Experience. It uses JavaScript on the client-side and Apex on the server-side. Components are self-contained pieces of UI that can be reused, and interact through events. The Lightning Design System provides style guides and components to build interfaces matching Lightning Experience.
The document discusses how IBM Bluemix allows developers to achieve nirvana by providing a cloud platform for rapidly building, deploying, and managing applications. Bluemix embraces Cloud Foundry as an open source Platform as a Service (PaaS) and extends it with IBM, third party, and community services. Developers are using Bluemix to quickly bring products to market at lower cost by continuously delivering new functionality and connecting existing IT investments to the cloud.
Bluemix is IBM's open cloud platform that provides developers with deployment options, development tools, services, and runtimes. It is built on open technologies like Cloud Foundry, Docker, and OpenStack. Bluemix can run applications on virtual machines, containers, or Cloud Foundry. It offers deployment options in the public cloud, in a dedicated private cloud environment, or locally behind a firewall. Bluemix provides services for web, data, mobile, analytics, cognitive, IoT, security and more. It also offers integration and API management capabilities.
This document provides an agenda and overview for a hands-on workshop on using IBM Bluemix and DevOps services. The agenda includes putting Bluemix and DevOps in perspective, registering for a Bluemix account, an overview of the Bluemix catalog, and hands-on exercises using Bluemix and DevOps services. The overview explains that Bluemix is IBM's cloud platform that provides infrastructure, platform and software services. It also defines DevOps as a culture where teams work together across roles to develop, deploy and operate systems. The hands-on exercises demonstrate deploying applications to Bluemix and using DevOps services for continuous delivery and integration.
The document discusses the Kony Development Cloud, which allows developers to build multi-channel mobile apps once and deploy them everywhere. It provides an overview of the key components of the Kony platform, including the Cloud Foundation for provisioning and managing cloud resources, Cloud Services for integration, data, messaging and other backend functions, the Development Framework for building apps, and Developer Tools for visual design and coding. The platform aims to help enterprises address the challenges of mobile app development across multiple devices and operating systems.
IBM Connections 4.5 Integration - From Zero To Social Hero - 2.0 - with Domin...Frank Altenburg
This document describes how to integrate IBM Connections 4.5 with IBM Lotus Domino iNotes, with IBM Sametime for Online Awareness and Business Card. How to install the IBM Connections Portlets for WebSphere Portal 8.0 and how to configure them. Adding the search integration and community content on pages. The Sametime Advanced integration and Quickr Integration is not included in this version.
Adobe AIR Development for the BlackBerry PlayBookKyle McInnes
The BlackBerry PlayBook is expected to be a killer tablet. It features a wide range of features and the ability to make native apps in a variety of languages including Adobe AIR.
This document provides an overview of Worklight, an IBM product for developing mobile applications. It discusses:
- The need for an enterprise mobile application development platform due to challenges like device fragmentation and rapid changes in mobile technology.
- Key components of Worklight including Worklight Studio for developing applications, Worklight Server for deployment and management, and Worklight Runtime for executing applications on devices.
- Application types supported by Worklight like browser apps, hybrid apps, and native apps and the tradeoffs of each.
- Capabilities provided by Worklight like push notifications, security, integration with back-end systems, application updates and analytics.
- The architecture and how different Worklight components interact during the
Revised Adf security in a project centric environmentJean-Marc Desvaux
Presented for Oracle virtual Dev Day conference in 2011.
Check the full day agenda & on-demand sessions at:
http://www.oracle.com/technetwork/community/developer-day/virtual-dev-day-rea-369353.html
Speaker: Dragan Panjkov;
In this session we will speak about SharePoint apps – new approach for development in new SharePoint. We will explain rationale behind Apps, basic concepts and various hosting options. We will also show you how to build your first app for SharePoint 2013.
This document provides an overview of using the Bluemix platform-as-a-service from IBM. It discusses getting started with Bluemix, deploying a sample Node.js application, configuring services, debugging tools, and other features like custom domains and no-downtime deployments. The document is a guide for Node.js developers to understand Bluemix and how to build and deploy applications to it.
The document discusses VMware Horizon Suite, which consists of Horizon Mirage, Horizon View, and Horizon Workspace. Horizon Workspace provides a single workspace for users to securely access corporate assets from any device. It offers centralized management of applications, data, and virtual desktops. The suite aims to simplify management, improve security and control, and empower users with access across devices and locations.
Apple Push Notification service (APNs for short) is the centerpiece of the push notifications feature. It is a robust and highly efficient service for propagating information to devices such as iPhone, iPad, and iPod touch devices. Each device establishes an accredited and encrypted IP connection with the service and receives notifications over this persistent connection. If a notification for an application arrives when that application is not running, the device alerts the user that the application has data waiting for it.
Software developers (“providers”) originate the notifications in their server software. The provider connects with APNs through a persistent and secure channel while monitoring incoming data intended for their client applications. When new data for an application arrives, the provider prepares and sends a notification through the channel to APNs, which pushes the notification to the target device.
Christopher Saunders, Applications Development Consultant Develop Relations, The BlackBerry ® Developer Day in Bangkok ,22 November 2011, Software Park Thailand.
1. The document traces the progression from heavyweight development to microservices, going through agile development, continuous integration, continuous delivery, and DevOps.
2. It describes how each stage built upon the previous one to break down large monolithic applications into discrete, independently deployable microservices for improved speed, cost, resilience, and visibility.
3. Key success factors for microservices are discussed relating to architecture, methodology, technology, and organization. Organizational alignment to business versus technology, team sizes and skills, and degree of automation are some factors highlighted.
Evolving your Architecture to MicroServicesHector Tapia
Once-stable industries are rapidly being disrupted as companies move toward digitalization by embracing software at their core.
Deploying cloud-native application architectures is at the center of how these businesses are fueling their disruptive character.
This document provides an agenda and overview of IBM Bluemix and Cloud Foundry. The agenda includes introductions to Platform as a Service (PaaS), Cloud Foundry, exploring the Bluemix console, and creating and updating an app. It then discusses the history of PaaS and Infrastructure as a Service (IaaS), defines Cloud Foundry as the industry-leading open PaaS, describes the Cloud Foundry architecture and components, explains how apps and services work on Cloud Foundry, and demonstrates how to create an app and edit code using the Bluemix console.
Getting Started with Cloud Foundry on BluemixDev_Events
This document provides an agenda and overview of IBM Bluemix and Cloud Foundry. The agenda includes introductions to Platform as a Service (PaaS), Cloud Foundry, exploring the Bluemix console, and creating and updating an app. It then discusses the history and models of Infrastructure as a Service (IaaS) and PaaS, the architecture and benefits of Cloud Foundry, and how to use the Bluemix console to create an app from the catalog and edit code locally.
IBM Bluemix is a cloud platform that allows users to build, deploy and manage applications. It is built on Cloud Foundry and supports various programming languages and services. Bluemix provides tools for continuous delivery and is optimized to improve developer productivity. It offers a catalog of services that can be integrated into applications without needing to manage the underlying infrastructure.
This document provides an overview of IBM Bluemix, including that it offers Platform as a Service (PaaS) and Infrastructure as a Service (IaaS) capabilities that can be delivered publicly, privately, or on-premises. Bluemix gives developers choice in how they build, deploy, and manage applications across public, private, and on-premises environments. It also includes services for developers to extend their applications, and provides tools to develop, deploy, and manage apps in Bluemix.
IBM Connections Cloud Application Development StrategyLuis Benitez
This document discusses IBM's Connections Cloud platform and its extensibility capabilities. It provides an overview of Connections Cloud and its focus on mobile, social, cloud and analytics capabilities. It then discusses IBM's strategy to encourage developers and partners to build applications using Connections Cloud services through platforms like Bluemix and an app catalog. The document demonstrates how applications can integrate with and extend Connections Cloud functionality.
This talk, a case study in application deployment models, was given at IBM InterConnect 2017 in Las Vegas, NV on March 21, 2017 by Lin Sun & Phil Estes of IBM Cloud.
In this talk, Lin & Phil provided a background of IBM Bluemix compute offerings across Cloud Foundry, Containers + Kubernetes, and FaaS/serverless via OpenWhisk and then used a demo application to describe the tradeoffs between using the various deployment models and technology. The application is open source and available at https://github.com/estesp/flightassist
Bluemix overview - UK WebSphere Integration User GroupJon Marshall
- Bluemix is an open-standard, cloud-based platform for building, managing, and running applications of all types. It provides developers with services, tools, runtimes and APIs to build, deploy and manage applications on the cloud.
- Bluemix can be delivered as a public cloud, dedicated private cloud, or on-premises implementation. It provides flexibility in deployment options and runtime environments including containers and virtual machines.
- Bluemix offers a catalog of services covering web, data, mobile, analytics, cognitive, IoT and other domains to extend application functionality alongside integration and DevOps tools.
Deploy apps on ibm bluemix docker day vietnam 2015hai260288
IBM Bluemix is a Platform as a Service that allows developers to quickly deploy scalable apps. It provides flexibility through multiple compute options including Cloud Foundry, Docker containers, and virtual machines. Developers can choose from a catalog of services to extend their app's functionality and integrate apps through API management capabilities. Bluemix offers dev tooling, deployment options in public, dedicated, and local environments, and runtimes to deploy apps in minutes rather than weeks.
by Luca Della Giovanna - Come to IBM Code Lab and grab the opportunity to get hand-on experience with Bluemix, the next generation open-standards, cloud-based platform for building, managing, and running your apps, of all types. At Code Lab you can explore the world of infinite possibilities Bluemix supplies to mobile and back-end development and application monitoring, as well as for web, mobile, big data, and smart devices. Our knowledgeable staff will lead you through Boilerplates, Java runtimes, and all features from a rich ecosystem of partners and open source projects — all provided as-a-service in the cloud.
IBM Bluemix is IBM's platform as a service (PaaS) that allows developers to quickly build, deploy, and manage applications on the cloud. Bluemix embraces Cloud Foundry as an open source PaaS and extends it with IBM services, third party services, and community built services. It provides developers with tools to author web and mobile apps and to continuously deploy apps on the cloud infrastructure using various runtimes like Java, Ruby, and JavaScript. Bluemix also offers a variety of ready-to-use services like databases, messaging, and analytics that can be integrated into apps.
This document discusses developing hybrid cloud applications. It notes that cloud is enabling digital disruption and rapid innovation. It then discusses challenges around balancing investments in innovation and optimization. It outlines the evolution from traditional on-premises infrastructure to cloud-based platforms and services. It also summarizes strategies for using hybrid cloud to reduce costs while enabling innovation through new applications and integration with existing IT.
1. Bluemix is IBM's cloud platform that provides an open innovation platform to build, deploy, and manage applications anywhere through public, private, and on-premises options.
2. It delivers flexible compute options including containers and virtual machines and a catalog of over 100 services to extend applications.
3. Bluemix offers deployment options like public, dedicated, and local environments to meet enterprise security, compliance, and infrastructure needs while fostering innovation.
DockerDay2015: Deploy Apps on IBM BluemixDocker-Hanoi
Tom Tran gave a presentation on IBM Bluemix at DockerDay Vietnam 2015. He discussed:
1) What Bluemix is and its core concepts including accounts, organizations, spaces, apps, and services.
2) The different deployment options for Bluemix including public, dedicated, and local environments.
3) The development tools available for building and deploying apps to Bluemix like the web IDE, Eclipse, Visual Studio, and command line.
Bluemix is IBM's Platform as a Service that allows developers to focus on applications by eliminating tasks like OS patching, deployment, scaling and health management. It provides flexible compute options including containers and virtual machines. Bluemix offers a catalog of services to extend app functionality, robust DevOps tooling across the app lifecycle, and can be accessed on IBM and private clouds. It is underpinned by technologies like Cloud Foundry, Docker and OpenStack.
My presentation for our Benelux IBM Rational Innovate event. This presentation explains how the IBM Bluemix and devops as a service solution can be used for modern cloud based development.
Cloud computing allows storing and accessing data and programs over the Internet instead of a computer's hard drive. It provides on-demand access to shared pools of configurable computing resources like networks, servers, storage, applications and services. The document discusses the main features, functions and characteristics of cloud computing including elasticity, on-demand usage, pay-per-use models, and location independence. Real world examples of cloud computing applications and services from companies like Dropbox, Google Apps, YouTube and Mendeley are also presented. Advantages of cloud computing include improved document format compatibility, easier group collaboration and instant software updates.
IBM Bluemix is an open cloud platform that allows developers to build, manage and run applications of all types. It provides instant environments with any language runtime, continuous integration and deployment tools, and a catalog of APIs and services. Bluemix embraces Cloud Foundry as its core platform as a service and extends it with additional IBM, third party and open source services. It allows developers to quickly create apps using prebuilt services, integrate with on-premise systems, and monitor apps in real time, while IBM handles security and other infrastructure concerns. Developers can sign up in minutes and pay for only what they use through flexible pricing models.
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Proactive Vulnerability Detection in Source Code Using Graph Neural Networks:...Ranjan Baisak
As software complexity grows, traditional static analysis tools struggle to detect vulnerabilities with both precision and context—often triggering high false positive rates and developer fatigue. This article explores how Graph Neural Networks (GNNs), when applied to source code representations like Abstract Syntax Trees (ASTs), Control Flow Graphs (CFGs), and Data Flow Graphs (DFGs), can revolutionize vulnerability detection. We break down how GNNs model code semantics more effectively than flat token sequences, and how techniques like attention mechanisms, hybrid graph construction, and feedback loops significantly reduce false positives. With insights from real-world datasets and recent research, this guide shows how to build more reliable, proactive, and interpretable vulnerability detection systems using GNNs.
TestMigrationsInPy: A Dataset of Test Migrations from Unittest to Pytest (MSR...Andre Hora
Unittest and pytest are the most popular testing frameworks in Python. Overall, pytest provides some advantages, including simpler assertion, reuse of fixtures, and interoperability. Due to such benefits, multiple projects in the Python ecosystem have migrated from unittest to pytest. To facilitate the migration, pytest can also run unittest tests, thus, the migration can happen gradually over time. However, the migration can be timeconsuming and take a long time to conclude. In this context, projects would benefit from automated solutions to support the migration process. In this paper, we propose TestMigrationsInPy, a dataset of test migrations from unittest to pytest. TestMigrationsInPy contains 923 real-world migrations performed by developers. Future research proposing novel solutions to migrate frameworks in Python can rely on TestMigrationsInPy as a ground truth. Moreover, as TestMigrationsInPy includes information about the migration type (e.g., changes in assertions or fixtures), our dataset enables novel solutions to be verified effectively, for instance, from simpler assertion migrations to more complex fixture migrations. TestMigrationsInPy is publicly available at: https://github.com/altinoalvesjunior/TestMigrationsInPy.
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This presentation explores code comprehension challenges in scientific programming based on a survey of 57 research scientists. It reveals that 57.9% of scientists have no formal training in writing readable code. Key findings highlight a "documentation paradox" where documentation is both the most common readability practice and the biggest challenge scientists face. The study identifies critical issues with naming conventions and code organization, noting that 100% of scientists agree readable code is essential for reproducible research. The research concludes with four key recommendations: expanding programming education for scientists, conducting targeted research on scientific code quality, developing specialized tools, and establishing clearer documentation guidelines for scientific software.
Presented at: The 33rd International Conference on Program Comprehension (ICPC '25)
Date of Conference: April 2025
Conference Location: Ottawa, Ontario, Canada
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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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Discover why Wi-Fi 7 is set to transform wireless networking and how Router Architects is leading the way with next-gen router designs built for speed, reliability, and innovation.
Who Watches the Watchmen (SciFiDevCon 2025)Allon Mureinik
Tests, especially unit tests, are the developers’ superheroes. They allow us to mess around with our code and keep us safe.
We often trust them with the safety of our codebase, but how do we know that we should? How do we know that this trust is well-deserved?
Enter mutation testing – by intentionally injecting harmful mutations into our code and seeing if they are caught by the tests, we can evaluate the quality of the safety net they provide. By watching the watchmen, we can make sure our tests really protect us, and we aren’t just green-washing our IDEs to a false sense of security.
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Pixologic ZBrush, now developed by Maxon, is a premier digital sculpting and painting software renowned for its ability to create highly detailed 3D models. Utilizing a unique "pixol" technology, ZBrush stores depth, lighting, and material information for each point on the screen, allowing artists to sculpt and paint with remarkable precision .
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Orangescrum revolutionizes construction project management in 2025 with real-time collaboration, resource planning, task tracking, and workflow automation, boosting efficiency, transparency, and on-time project delivery.
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2. Customer Managed
Service Provider Managed
Cloud Foundry. Docker. OpenStack.
Capabilities in Bluemix span PaaS and IaaS and can be delivered as a
public, dedicated, or on-premises implementation.
Infrastructure as
a Service
Code
Data
Runtime
Middleware
OS
Virtualization
Servers
Storage
Networking
Code
Data
Runtime
Middleware
OS
Virtualization
Servers
Storage
Networking
Platform as
a Service Built on
technologies:
3. So what is Bluemix?
Bluemix is an open-standards, cloud-based platform for
building, running, and managing applications.
Build your apps, your way
Use the most prominent
compute technologies to
power your app: Cloud
Foundry, Docker, OpenStack.
Extend apps with services
A catalog of IBM, third party,
and open source services
allow the developer to stitch
an application together
quickly.
Scale more than just
instances
Development, monitoring,
deployment, and logging
tools allow the developer to
run and manage the entire
application.
Layered Security
IBM secures the platform and
infrastructure and provides you
with the tools to secure your
apps.
Deploy and manage hybrid
apps seamlessly
Get a seamless dev and
management experience
across a number of hybrid
implementations options.
Flexible Pricing
Try compute options and
services for free and, when
you’re ready, pay only for what
you use. Pay as you go and
subscription models offer
choice and flexibility.
Coming Summer 2015
4. More openness and choice than ever before
Bluemix is anything but locked down. You choose how you build, deploy,
and manage your apps. Bluemix takes care of the rest.
Compute
Choose the level of
infrastructure
abstraction based
on your app’s
architectural needs.
Dev Tooling
From editors to source
code management to
continuous delivery, you
can use Bluemix’
powerful tooling or
easily bring your own.
Location
Deploy apps to Bluemix
Public (in a growing
number of geos), your
own dedicated cloud
Bluemix, or one that runs
within your data
center.
Services
Pick from a catalog of
IBM, third party, open
source, or your own
services to extend your
apps.
IBM
Third Party
Open Source
Yours
5. Compute Flexibility
Choose the level of infrastructure
abstraction and fine-tuned control
that suits their apps and services.
Instant Runtimes Containers Virtual Machines (Beta)
The highest level of
infrastructure abstraction.
Focus on the app.
Powerful, but less
resource intensive than
VMs. Key to supporting
hybrid portability.
Control all the way down
to the operating system.
• Extends Cloud Foundry with
DevOps tooling, integration
capabilities, and seamless
app management
• Support for 7 key languages
and the option to use a
community buildpack.
• Docker as-a-service means
no VMs to manage
• A repository of enterprise-
grade images which are
trusted and secure
• Enhanced performance and
scalability
• Integrated monitoring,
logging, networking, and
storage
• Deploy and manage VMs
consistently across public,
dedicated, and private
instances with a single
dashboard.
• Connect to your own
OpenStack infrastructure
6. Runtime Best For Advantages Disadvantages
Java Back End Development
Monolithic Apps
J2EE Enterprise Standard
Extensive Libraries
Bulky
Node.js Web Development
Lightweight/Fast
Package Management
Front and Back End Ubiquity
Single Threaded
Ruby Web Development
Succinct Syntax
Extensive Framework
Poor Scaling
Not Suited for HPC
Node-RED Service Integration
Drag-and-drop UI
Accessible to non-devs
Weak Back End
Go Service Development
Scalable
Building APIs
High Performance
More Complex
Missing Libraries
Python Infrastructure Development
Simple Syntax
Easy Integration with C & Java
Data Analytics
Slower
Poor Multi-Processor Support
PHP Web Development Similar to C
Not Modular
Weakly Typed
Instant Runtimes
Cloud Foundry abstracts languages with buildpacks that provide
framework and runtime support for your app.
7. 1 | Public
Maximize on cloud
economics and agility.
2 | Dedicated
Everything is dedicated
and connected to you —
agility of public cloud,
yet feels like home.
3 | NEW: Local
Behind the firewall for the
most sensitive workloads.
Seamless Experience
Regardless of which
combination you choose,
you can expect a single,
seamless experience.
Hybrid Cloud
Leverage multiple deployment zones to get the most out the
cloud and connect to your existing applications.
9. – Identify your geographic location in two ways
1. The subdomain of the URL
2. The region selection section in user settings
– Change your geo by selecting a new location in the Region Selection
section of the user settings
2
Regions
Each production instance of Bluemix Public is located in a different
geographic location.
1
10. Company > Organizations > Spaces > Apps/Services
1. The currently selected org
2. Create a new space within the org
3. The currently selected space
– An individual can belong to one or more
organizations
– By default, a user belongs to an org
with the name of their registration email
– Users can view and change their
currently selected org
– Each org contains one to many
number of spaces
– User can only view the spaces in
their currently selected org
– Permissions can be fine tuned for an
organization or space by selecting
Manage Organizations in the user
settings dropdown
Orgs and Spaces
Environment isolation in Bluemix is achieved using Organization and
Spaces.
11. – View all apps and basic
corresponding information
– Create new apps or provision new
services from this section
– Drill down to a specific app or
service details page
Dashboard: Your Apps and Services
All your apps, infrastructure, and service instances for each space are contained
in a single, searchable location.
12. – View your app’s detailed
metrics, logs, and parameters
– Horizontally or vertically scale
your application
– Manage your app’s services
App Details
The app details page will display your app’s basic information and provide routes
to more in-depth information for your app.
13. – Faceted search on the left sidebar
narrows down options in catalog
– Boilerplates (prebuilt app with
several services) are available as a
starting codebase
– Selecting a service allows you to
create a new service instance and
bind it to your app
Catalog: Runtimes and Services
The catalog houses all the runtimes, container images, and services available in
the current region.
15. 1. Find your desired runtime in the catalog
2. Select the runtime, then select the Space and fill in the
Name and Host fields in the configuration box
3. Click ‘Create’
Your app will now stage and deploy. Once
it is finished, hit the link to access your
running app!
1
Creating an app
The simplest way to get a functioning app up on Bluemic is to create an app
from one of the supported runtimes in the catalog.
2
16. 1. Create a Git repository for your app and
navigate to your repo
2. Click the ‘Edit Code’ button
3. Navigate to the index.html file inside
of the public folder
4. Change the value inside the h1 element
on line 18 to read “Hello World!”
5. Save the file
Editing your code
Use IBM DevOps Services to update your code
4
1
3
17. 1. Navigate to the Git view in the left sidebar
2. Select the index.html file you edited, add a
commit message, and click ‘Commit’
3. Click ‘Push’ to update your app with your
committed code
4. Your app will automatically build, restage, and
deploy. Click the ‘Build & Deploy’ button to view
the default pipeline perform these actions
5. View your updated app
Updating your app
Use the Git features of IDS to update and restage your application
1
2
4