Systems | Development | Analytics | API | Testing

Reflect vision-based AI demo | Create one test for multiple platforms

Create a single mobile test that runs reliably on both iOS and Android - without building separate tests per platform or relying on brittle, platform-specific locators. In this high-level demo, we use SmartBear Reflect’s vision-based AI to record a typical workflow in a sample coffee app, where each step is backed by visual context and intent. Then we run the same test across a mix of Apple and Android devices, including an iPhone, to show how Reflect adapts to the environment at runtime and helps reduce flakiness and false positives.

Top Test Automation Best Practices Every Team Should Follow

Test automation has become an essential part of modern software development. In 2026, shipping fast without reliable test automation is almost impossible. Done right, it ensures consistent quality, faster feedback, and fewer production incidents. This guide covers practical test automation best practices used by real engineering teams to deliver measurable results.

Why Deployment Flexibility Matters for Enterprise Software

Choosing a software deployment model for modern organizations is complex. Regulatory compliance, data privacy, security, and operational overheads are just some of the factors that need to be considered. These factors can also change over time for reasons ranging from the introduction of new government regulations, to changing business models, to business expansion to new geographies, and more.

Maintaining compliance when adopting AI in regulated industries

Key Takeaway: Organizations in regulated industries can adopt AI without compromising compliance. Automated testing enables continuous validation of AI-enabled systems while maintaining the predictability, documentation, and audit-readiness that regulators require. In compliance-first industries, such as banking, healthcare, or telecommunications, AI adoption is rarely a simple technology decision. You are often caught between two competing pressures.

Designing Unified APIs for Customer UIs & Internal Tools with Clean Permissions | DreamFactory

A unified API serves both external users and internal operators from one contract while enforcing different capabilities and data scopes. It centralizes authentication, authorization, validation, and auditing so every consumer follows the same rules. DreamFactory defines this as one surface with segmented access aligned to jobs-to-be-done. The goal is consistent behavior across channels, fewer duplicated services, and easier change management.

In the Context Economy, Context is King

Gartner published a report last week that I think marks a genuine inflection point for how enterprise technology leaders should think about AI strategy. The headline finding: we have crossed a threshold where competitive advantage in the AI era is no longer about access to data — it's about the semantic intelligence wrapped around it. Gartner calls this the "context economy," and they believe it will reshape how software is built, sold, and monetized over the next several years. I agree.

Gartner Just Described the Platform Enterprises Need to Compete in the Context Economy, Kong Already Built It

A Response to Gartner’s Latest Research Last week, Gartner published a report titled MCP Servers Will Fuel the Next AI Revenue Surge — Context as a Service (1) that should be required reading for every enterprise technology leader. Then, Kong CEO Augusto Marietti (Aghi for short) wrote out his thoughts on the subject and why context is king. I’d like to continue that conversation.

EP 19: Demystifying Agents

In this episode, *Dr. Sanjiva Weerawarana* and *Asanka Abeysinghe* demystify what “agents” really are and why architects should care. They walk through core concepts and terminology—agents, agent loops, prompts, context, memory, RAG, tools, MCP, and skills—and discuss how agents observe, act, and evaluate. The conversation compares agents to traditional systems, explores where agents fit in modern architectures (including solo agents, agent-to-agent patterns, and multi-agent setups), and looks at orchestration challenges.

Running OpenClaw Responsibly in Production | DreamFactory

OpenClaw adoption is accelerating fast, and so are the security incidents. Within two weeks of broad adoption, over 42,000 gateway instances were found exposed to the public internet with no authentication. Nearly all of them had authentication bypasses. Eight were completely open with full shell access. Meanwhile, 341 malicious skills were confirmed on ClawHub, and infostealers like RedLine and Lumma are already targeting OpenClaw installations to harvest API keys.