Systems | Development | Analytics | API | Testing

Artificial intelligence is now ever-present in many businesses. But where’s the ROI? Many deployments stall in pilot mode, failing to drive transformation. Over the past two years, businesses have rushed to deploy generative AI to try to boost operational efficiency, improve customer experiences, and achieve critical organizational objectives. But without a structured enterprise AI strategy, these efforts have failed to drive tangible business outcomes. The problem?

Atlassian is rolling out a new navigation system for Jira Cloud making it more consistent across all Atlassian products: Jira, Jira Product Discovery, Jira Service Management, and Confluence. The most impactful change is moving the top navigation bar to a vertical sidebar on the left, with the goal of simplifying, decluttering, and modernizing Jira’s navigation—while also making it easier for teams to work across Atlassian’s suite of products.

According to McKinsey, AI-driven automation could add $4.4 trillion annually to the global economy—but only if these systems perform as intended. So how do we verify their capabilities? Testing goes beyond just bug-fixing. It’s about tests of creativity for the AI, a check for facts, and correct responses. Can it handle complex requests? Does that cut down because of harmful or misleading outputs? It's like teaching a super-smart (but sometimes clueless) assistant.

Connector SDK and Claude make a powerful, convenient combo.

The global financial services industry is a complex landscape: a patchwork quilt of regulatory frameworks, technologies, and markets with very different customer needs. To be the most profitable, the most competitive, and the most efficient it can be, a financial services provider must find a way to navigate that complexity, and sales and finance teams hold pieces of the puzzle. And putting the pieces together isn’t as easy as it may look at first glance.

Confluent has been instrumental in enabling customers from various industries to develop real-time stream processing solutions using Apache Kafka. While many of these use cases demand low-latency and real-time processing, stream processing is also increasingly being utilized for ingesting logging and telemetry data. This type of data typically features a high ingest rate, but allows for a higher tolerance for end-to-end processing time.

Concurrency is the ability of an app to perform multiple tasks at once, and it’s a crucial concept for apps that need to perform multiple tasks at once in an efficient, usable way. Thankfully Swift has made great strides with concurrency, and now provides simple tools for writing robust apps that are responsive and enjoyable to use. In this article we’ll explore two main ways of using threads for concurrency models.

Exceptions in C# are like fire alarms – they're loud, disruptive, and absolutely essential. And much like fire alarms, most beginners either ignore them or disconnect the batteries. Let me explain what we're dealing with here. In the C# world, exceptions are specialized objects that capture all the details when something goes wrong in your code. They're not just error messages – they're fully-fledged objects that inherit from the System.Exception class.

In the fast-paced world of API development, understanding the distinction between stateful and stateless applications can be a game-changer. Did you know that stateless REST APIs are the backbone of scalable web applications, handling millions of requests with ease? Yet, for many developers, the nuances of these architectures remain a mystery. As the demand for efficient and scalable systems grows, grasping the fundamentals of stateful vs. stateless applications becomes increasingly vital.

Playwright is a Microsoft-created NodeJS package with capabilities that are quite similar to Puppeteer. Both libraries enable you to automate browser-based tasks. With Playwright, you can launch or connect to a Chrome, Edge, Safari, or Firefox browser and exchange instructions. The DevTools protocol (for Chrome browsers) and a bespoke protocol (for Firefox and WebKit browsers) are used for these messages.