Analyst Reports
Appium and Modern Mobile Frameworks: Understanding Automation Challenges
Mobile automation has matured significantly over the past decade, largely thanks to frameworks like Appium that allow teams to automate apps using familiar languages and tools. At the same time, modern UI frameworks such as React Native, Flutter, and Jetpack Compose have transformed how mobile applications are built by abstracting much of the native UI…
The Myth of Automation Lock-In: Migrating Quantum Without Rewrites
While talking with so many enterprise QA teams as a part of my job, one thing I have realized is that they usually don’t struggle with creating tests anymore—they struggle with keeping them relevant, scalable, and portable. And yet, when it comes to changing testing platforms, most teams hesitate, because of a deeply ingrained fear:…
Automation First App Design Framework & Best Practices
A concept promoting how developers can design their apps to be automation-friendly from day zero – a tester’s perspective. Introduction As an automation tester, I’ve spent countless hours wrestling with applications that seemed deliberately designed to resist automation. Brittle selectors that break with minor UI tweaks, components without identifiable properties, and complex workflows hidden behind…
Agentic AI Attacks: Agent Smith is Out of Retirement
Nature-Free Evolution Attackers continue to push the bounds of AI coding models and query APIs. In the span of less than a year we’ve moved from AI assisted reverse engineering to beginning to explore fully automated agentic threats. There’s no brakes on this train. Even if there were brakes, TrAIn-Agent v1.0.1 has identified alarming language…
Understanding MLOps and DevOps
DevOps succeeds when implemented well because software delivery becomes an engineered system defined by versioned artifacts, automated promotion, measurable flow, and guardrails that remove humans from repetitive execution while keeping them in the right decision loops. MLOps (machine learning operations) inherits that goal but breaks a core assumption: the deployable artifact is no longer just…
But Where Are You Going to Run All of Those Tests?
Something interesting is happening in QA teams right now. AI agents and MCP-powered tools are letting testers author automation faster than ever before. What used to take a week of scripting can be roughed out in an afternoon. Test coverage that once felt aspirational is suddenly within reach. It’s genuinely exciting. And it’s quietly creating…
Fight Fire with Fire: Using AI to Fight AI
App attacks surged to 83% in January 2025, up from 65% just a year earlier. That number alone should give any security team pause — but the more important question is why the curve is bending so sharply upward. The answer isn’t that there are suddenly more attackers. It’s that each attacker is more capable than they were before, and the…
Virtual vs Real Devices: What Actually Matters in Mobile Testing
If you’ve spent any time testing mobile apps, you already know the checklist never really ends: Does the app work? Is it fast enough? Does it behave consistently across devices, screen sizes, OS versions? Does it meet accessibility standards? Is it secure? Does it feel right to the user? And somewhere along the way, you…
iOS Test Recorder: A Faster Way to Turn Validation into Automation
We listened to your feedback. The iOS Test Recorder is now available. With Digital.ai Testing 26.1 Release, we’re introducing iOS Test Recorder, a practical way to capture real user interactions on iOS devices and convert them into reusable automation steps. In most mobile teams, validation comes first. A feature is built. Someone runs through the…
What Bad Guys 2 Taught Me About Information Asymmetry and the Application Security Problem Nobody Wants to Name
01 They Were Students of Your Work There is a line in Bad Guys 2 that should stop every security practitioner cold. When the Bad Girls first reveal themselves — Kitty Kat, Pigtail Petrova, and Doom — they don’t come swaggering in with superior firepower or better technology. They come in as admirers. Fans. “Students…
