Operations | Monitoring | ITSM | DevOps | Cloud

The release of OpenAI’s new open-source model, GPT-OOS, has sparked a wave of excitement across the AI community. And rightly so. For organizations that want the benefits of generative AI without sending data out to the web, this is a compelling option. Running locally, GPT-OOS offers a level of privacy, control, and cost-efficiency that’s hard to ignore. It’s fast, lean and at least in its early benchmarks, surprisingly capable in coding, math, and STEM-heavy workloads.

Incident management tools play a key role in helping organizations to effectively handle service outages. With so many incident management tools around with different feature sets, it's often difficult to find the one that is right for your needs. In this article, we attempt to make a list of incident management software available in 2025 with their features to help you arrive at the right one. We have focused on tools that have incident management capabilities.

LlamaIndex has become a popular choice for building Retrieval-Augmented Generation (RAG) applications, helping developers seamlessly connect large language models with private or domain-specific data. But RAG workflows can be complex with slow retrieval times, irrelevant or inconsistent responses, and silent failures in the data pipeline can all degrade the user experience. That’s why observability is essential.

Large language models (LLMs) have transformed the way we interact with technology, impacting how we generate reports and documents, understand complex topics, and even how we search the internet. But in network operations, where every minute of downtime can mean lost revenue and productivity, a generic LLM isn’t enough.

Streaming movies and series, VoIP, video conferencing, remote work, competitive gaming… the network shoulders ever more pieces of modern life, and it better not fail—otherwise we get like Michael Douglas in *Falling Down*. One of those issues is network jitter, which we’ll cover in depth here.

PHP is one of the most widely used scripting languages for web development. From e-commerce platforms to government portals, PHP powers a large share of the web. However, as web applications grow in complexity, user expectations also rise. Slow page loads, broken features, or unresponsive sites can lead to lost revenue, lower engagement, and frustrated users.

According to the 2025 PHP Trends Report, 31% of developers cited performance bottlenecks as a recurring issue and PHP memory leaks were among the top culprits identified by DevOps teams working with high-traffic applications. Imagine you're shipping an app that’s humming along smoothly during QA. But weeks after going live, you start noticing creeping latency and irregular job failures. You dig into the logs, tweak some queries, but the issue persists.