InfoQ Homepage Programming Content on InfoQ
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InfoQ AI, ML, and Data Engineering Trends Report - September 2023
In this annual report, the InfoQ editors discuss the current state of AI, ML, and data engineering and what emerging trends you as a software engineer, architect, or data scientist should watch. We curate our discussions into a technology adoption curve with supporting commentary to help you understand how things are evolving.
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/articles/comparative-study-java-kotlin-scala/en/smallimage/Streamlining-code-with-unnamed-patterns-variables-small-1693318404346.jpg)
Streamlining Code with Unnamed Patterns/Variables: a Comparative Study of Java, Kotlin, and Scala
Explore the use of the Unnamed Patterns/Variables in programming languages like Java, Kotlin, and Scala. Enhancing code readability, allowing omission of unnecessary components, and simplifying code are key features. Expect further innovative uses as languages evolve.
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/articles/leveraging-jnosql-1-0/en/smallimage/Otavio Santana article small-1692269013947.jpg)
Leveraging Eclipse JNoSQL 1.0.0: Quarkus Integration and Building a Pet-Friendly REST API
Eclipse JNoSQL 1.0.0 modernizes NoSQL integration with advanced features, standardized specs (Jakarta NoSQL & Jakarta Data), enhanced queries, schema migration, and Quarkus framework compatibility. It simplifies NoSQL use, boosts performance, scalability, and integrates seamlessly, empowering developers with tools to streamline data management in modern apps.
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/articles/test-strategy-verification-effectiveness-efficiency/en/smallimage/a-test-strategy-that-boosts-verification-efficiency-and-effectiveness-small-1690978318749.jpg)
Reducing Verification Lead Time by 50% by Lowering Defect Slippage and Applying AI/ML Techniques
Can we increase our flexibility? Can we increase our test coverage? Can we increase our efficiency? And is it possible to reduce our verification lead-time by 50%? One company challenged itself with these questions. This article explores two important “‘pillars”’ of their testing strategy: shifting left and using state-of-the-art techniques to support verification activities.
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/articles/federated-GraphQL-platform-Netflix/en/smallimage/Evolving-the-Federated-GraphQL-Platform-at-Netflix-small-1691653833320.jpg)
Evolving the Federated GraphQL Platform at Netflix
This article describes the journey of the migration towards a Federated GraphQL architecture. Specifically, it shows the GraphQL platform Netflix has built consisting of the Domain Graph Services framework for implementing GraphQL services in Java using Spring Boot and graphql-java, and tools for schema development. It also describes how the ecosystem has evolved at various stages of adoption.
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/articles/ai-based-prose-programming-for-subject-matter-experts/en/smallimage/AI-based-prose-programming-small-1691410669692.jpg)
AI-Based Prose Programming for Subject Matter Experts: Will This Work?
In this article, author Markus Völter discusses the future of programming using Large Language Model (LLM) tools like ChatGPT and GitHub’s Copilot for prose-to-code generation. He also talks about what new approaches and language changes need to be in place to help non-programmers take advantage of the "program in prose" techniques.
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/articles/critical-journeys-azure/en/smallimage/monitor-application-critical-user-journeys-with-Azure-small-1685436183622.jpg)
Monitoring Critical User Journeys in Azure
Flowe explains how they combine metrics from many sources together in Azure to monitor Critical User Journeys and prevent downtime for a critical application.
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/articles/digital-twin-cloud/en/smallimage/the-role-of-Digital-Twins-in-Unlocking-the-Cloud-Potential-small-1690364540971.jpg)
The Role of Digital Twins in Unlocking the Cloud's Potential
This article explores the use of the DT concept as a new way to make cloud services more developer-friendly. This new model aligns the development, deployment, and now the runtime aspects of a microservice into a single, cohesive unit, bridging the gap between developers and the cloud and paving the way for a new era of cloud services.
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/articles/nuture-culture-continuous-experimentation/en/smallimage/nurturing-a-culture-of-continuous-experimentation-small-1689318402133.jpg)
IDEA: a Framework for Nurturing a Culture of Continuous Experimentation
For a team to be agile, they need a culture that allows them to learn, unlearn, and relearn. This article explains how teams can foster such a culture, navigate through the complexities of modern development environments and harness agility to deliver software quickly that fits the needs of users and business sponsors. It describes a framework to explore, plan, implement and evaluate ideas.
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/articles/cloud-devops-trends-2023/en/smallimage/the-infoq-trends-report-small-1689164104097.jpeg)
InfoQ DevOps and Cloud Trends Report – July 2023
InfoQ editorial staff and friends of InfoQ are discussing the current trends in the domain of cloud and DevOps as part of the process of creating our annual trends report. These reports provide InfoQ readers with a high-level overview of the topics to pay attention to and help the editorial team focus on innovative technologies.
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/articles/dotnet-unit-tests-time-timezone/en/smallimage/TimeProvider-and-ITimer-Unit-Tests-small-1688031693864.jpg)
TimeProvider and ITimer: Writing Unit Tests with Time in .NET 8 Preview 4
The article discusses the challenges of writing unit tests and handling date and time in .NET. TimeProvider and ITimer are new universal time abstractions available in NET 8 Preview 4 for dependency injections and unit testing, offering extensive functionality for managing time-related operations.
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/articles/chatgpt-agent-C-plus-plus/en/smallimage/creating-your-own-AI-co-author-using-Cplusplus-small-1687936436760.jpg)
Creating Your Own AI Co-Author Using C++
While using ChatGPT through a web interface is one thing, creating your own autonomous AI tool that interfaces with ChatGPT via its API is a different story altogether. As strong proponents of C++, in this article we are going to present a GPT tool written in C++ to ease the pain of dealing with the daunting task of editing endless editorial comments.