Systems | Development | Analytics | API | Testing

We have all seen the frenzy of Devin AI—teams racing to spin up models, orchestrate data flows, and automate every possible touchpoint. But beyond the hype, two architectural patterns quietly power next-generation pipelines: Model Context Protocol (MCP) and Agent-to-Agent (A2A). Below is the roadmap for our deep dive into MCP (Model Context Protocol) and A2A (Agent-to-Agent).

Earlier this year, SmartBear acquired QMetry, a move that’s more than just a strategic acquisition. This move reflects a deeper commitment to enterprise customers – helping teams: As Product leader of Test Management at SmartBear, I’ve had the opportunity to help define our roadmap. Our vision for QA teams is clear: empower them to deliver better quality and build confidence – and consistently hit release deadlines.

The world of artificial intelligence is undergoing a seismic shift, with the emergence of agentic AI redefining the landscape of API development and management. As businesses and developers navigate the complexities of digital transformation, understanding the implications of this groundbreaking technology becomes paramount.

Did you know that 20% of API calls result in errors during SOAP to REST migrations? Poor error handling can lead to data loss, system failures, and degraded performance. Here's how to manage errors effectively during migration.

The Patient Access API, introduced under CMS-9115-F, requires health plans, including Medicare Advantage, Medicaid, the Children’s Health Insurance Program (CHIP), and the Qualified Health Plan (QHP) on federally facilitated exchanges to give patients secure, real-time access to their health data via standardized APIs.

Software development has never been more dynamic. With rising complexity, fast deployment cycles, and remote collaboration, developers now rely heavily on powerful tools to streamline their workflows. From writing and testing code to deploying and managing applications, the right set of tools can significantly boost productivity. In 2025, the integration of AI into developer tools is transforming how software is built.

This comprehensive guide will arm you with the knowledge and strategies needed to protect your LLMs from emerging threats. We’ll explore the OWASP LLM Top 10 vulnerabilities in detail and provide actionable approaches to mitigate these risks. Who should read this? By the end of this guide, you’ll have a robust framework for securing your LLMs and ensuring they remain assets rather than liabilities. Let’s dive into the world of LLM security with confidence and clarity.

AI is becoming a crucial part of how we build software. From recommending products to helping businesses predict what their customers might need, AI is changing how we think about building and using apps and software’s. The wide variety of libraries and frameworks available in the Java ecosystem will bring developers powerful, specific tools for creating AI applications that enable a variety of subjects, including machine learning and natural language processing.

OAuth scopes are the backbone of API security and usability. They define what an app can and cannot do with your API. Here's the quick breakdown: Use least privilege: Grant only what’s absolutely needed.

As API management continues to evolve alongside the adoption of microservices, IoT, and Kubernetes, selecting the right gateway architecture becomes critical. While WSO2 now offers Bijira, a SaaS-based API management platform, this article focuses exclusively on the self-managed deployment options tailored for on-premises, private cloud, and customer-managed public cloud environments.