Systems | Development | Analytics | API | Testing

Gen AI applications can bring invaluable business value across multiple use cases and verticals. But sometimes it can be beneficial to experience different types of applications that can be created and operationalized with LLMs. Better understanding the potential value can help: In this blog post, we’ve curated the top gen AI demos of AI applications that can be developed with open-source MLRun. Each of these demos can be adapted to a number of industries and customized to specific needs.

Knowing how well your application is performing is just as important as ensuring it doesn’t crash. But what defines “good performance?” How do you know if your app is hitting the mark or falling behind? With SmartBear Insight Hub, you can now use performance targets to set and track specific benchmarks for your application’s performance metrics.

Real-time data has become an essential asset for today’s businesses, and the Asia-Pacific market is no exception. Across competitive industries like finance, travel, and more, data streams and event-driven architectures have become table stakes for leading organizations in the region.

Software and quality assurance teams use AI in all parts of the automated testing workflow. According to a survey of 625 software developers we ran, 81% teams use AI tooling in their testing workflows for some variety of test planning, test management, test writing, and even analyzing test results. But AI can make the biggest impact on the most time-consuming steps in the automated testing process: test creation and maintenance.

Handling alerts and popups is one of the important parts of web automation testing, especially while using Selenium. These dynamic elements, such as JavaScript alerts, confirmation boxes, and model dialogs, can easily interrupt workflows and require specific handling to ensure smooth test execution. Selenium provides strong methods to interact with these elements, but managing them effectively can be complex due to browser focus, timing issues, etc.

We are excited to bring DeepSeek-R1 to Snowflake Cortex AI! As described by DeepSeek, this model, trained via large-scale reinforcement learning (RL) without supervised fine-tuning (SFT), can achieve performance comparable to OpenAI-o1 across math, code and reasoning tasks. Based on DeepSeek’s posted benchmarking, DeepSeek-R1 tops the leaderboard among open source models and rivals the most advanced closed source models globally.

Looking for free data integration tools to connect Salesforce with other systems? Here's a quick guide to six popular options that can save time, reduce manual errors, and improve workflows - all without the need for a big budget.

Data integration of your on-premise database with Salesforce can streamline data management and boost CRM performance. Here's a quick overview of the key steps and considerations.

Hackers always attack web applications, trying to exploit vulnerabilities. Cyber threats such as data breaches, malware, phishing, and DDoS (Distributed-Denial of Services) attacks can bother and cause serious damage to businesses and users alike. So how do you protect your web application from these dangers? The good news is that if you use the right security practices, most cyber threats can be avoided. This guide covers the most common cyber threats to web apps and how you can prevent them.

The threat environment in the modern digital world is dynamic and complicated. Evolving from just being isolated events, cyberattacks are now a constant and widespread menace to businesses of all kinds. By the end of this year, estimates suggest that the yearly cost of cybercrime would have escalated to a startling $10.5 trillion worldwide.