Testing/Quality

March 17, 2026

Imagine: You ship a new AI feature with 95% eval performance. Two weeks later, your support queue is full of edge cases your tests never caught, and usage is plateauing. What happened? Your evals optimized for synthetic perfection, not human chaos ...

March 10, 2026

AI-powered systems are no longer experimental. They sit at the center of cloud-native applications, making real-time decisions that affect customers, revenue, and risk. Yet many organizations still secure these systems the same way they did a decade ago, by focusing on infrastructure and perimeter controls while assuming the "intelligence layer" will behave as expected. That assumption is becoming increasingly dangerous ...

February 18, 2026

Finding security vulnerabilities quickly and at scale has become much easier in the past few years. Linus's Law, Eric Raymond's famous dictum about open source software, states that "given enough eyeballs, all bugs are shallow." In other words, if enough people examine a piece of code, someone will eventually spot the problems. AI has amplified this principle, powering new tools that accelerate our speed and expand our capacity to find vulnerabilities. The real challenge is, who will find them first: your security team or threat actors? ...

February 17, 2026

The software development landscape has undergone a seismic shift; artificial intelligence has democratized code creation, release cycles have accelerated to breakneck speeds, and the software supply chain has become more complex than ever. Yet beneath this veneer of progress lies a troubling reality — organizations are racing ahead with innovation while their security practices struggle to keep pace ...

January 28, 2026

As development teams adopt the new AI standard, it is critical to reevaluate security investments to ensure more proactive protection and maintain operational resilience. The focus must shift from general security concerns to targeted strategies that can secure code generated at machine speed ...

January 23, 2026

For years, the success of DevOps has been measured by how much manual work teams can automate ... I believe that in 2026, the definition of DevOps success is going to expand significantly. The era of automation is giving way to the era of intelligent delivery, in which AI doesn't just accelerate pipelines, it understands them. With open observability connecting signals end-to-end across those tools, teams can build closed-loop systems that don't just move faster, but learn, adapt, and take action autonomously with confidence ...

December 18, 2025

Industry experts offer thoughtful, insightful, and often controversial predictions on how DevOps, development and AI-powered dev tools will evolve and impact the industry in 2026. Part 8 covers testing and QA ...

November 20, 2025

AI-assisted coding has thrown the IDE, the mainstay of most developers' daily workflow, into an identity crisis. Classic IDEs were a code-first experience. They were designed for a human programmer typing code, staring at files, chasing references, and manually invoking tools and commands. They were built to support cognition at human scale and speed ...

November 19, 2025

Code is deterministic, and AI systems are probabilistic. You know that, I know that, we all know that, so it's no surprise that LLMs have upended decades of software engineering practices. Code is black and white. You write a function, feed it some inputs and get predictable outputs. Tests are binary: pass or fail, green or red, ship or don't ship. Test-Driven Development (TDD) worked perfectly for decades in this world of certainty. But AI systems produce outputs that are shades of gray — better or worse, safer or riskier — and engineering teams haven't widely adopted a development framework that can handle that ambiguity ...

November 13, 2025

You know that sinking feeling when a critical bug hit production? When a security vulnerability derails other priorities? When a "quick fix" from six months ago suddenly blocks a major release? We chase velocity, but velocity toward what? If we're racing to build things we'll have to tear down later, we're not innovating — we're just busy. In software, not every decision is permanent but some leave a lasting mark. Security architectures, data models, and decisions that impact customers trust can echo for years ...

November 12, 2025

Over the past decade, DevOps won the culture war when it comes to software development and delivery. It further codified and evangelized the guiding principle for most of the software development teams that speed and quality are two sides of the same coin and both need equal attention ... It proved that you can increase velocity without reducing stability or compromising quality, and in a highly competitive market, companies rushed to be more agile. Now, we risk losing it all again as an industry caught up in an AI gold rush ...

October 30, 2025

Applause has released its fourth annual State of Digital Quality in Functional Testing report, offering a comprehensive look at how organizations test, measure and improve digital experiences. This year's findings reveal a clear shift toward AI-driven testing, broader adoption of human-in-the-loop approaches and an industry-wide move toward continuous quality across every phase of the software development lifecycle ...

October 01, 2025

Traditional QA, while foundational to software engineering, is reaching its limits ... What worked yesterday is increasingly not going to work today, and tomorrow's risks cannot be addressed using yesterday's checklists. This is where agentic QA steps in, heralding a transformative approach that integrates autonomous, intelligent agents throughout the entire software lifecycle ...

August 21, 2025

Global economic disruptions aren't restricted to supply chains and manufacturing; their impact also quietly infiltrates the software industry. Software teams quickly feel the pinch when the global economy experiences some turbulence ... Although software companies are not directly affected by tariffs on physical goods, the indirect consequences are becoming harder to ignore. The software industry depends heavily on hardware infrastructure ...

August 18, 2025

In today's enterprise, software is not just an enabler, it is the business. Whether you're in financial services, healthcare, logistics, or retail, your ability to deliver high-quality software directly affects customer experience, operational efficiency, regulatory compliance, and brand reputation. And yet, despite significant investments in Agile and DevOps, software failures still happen, often at high cost. Why? Because quality isn't just a technical process. It's a business mindset and it starts much earlier than most organizations realize ...

August 04, 2025

Automation has firmly established itself as a cornerstone for DevOps teams, recognized for its power to accelerate software delivery, ensure quality, and promote collaboration. Yet, despite this widespread understanding and high expectations, the latest Software Testing and Quality Report reveals a notable gap: the full potential of automation often remains unrealized ...

July 08, 2025

As organizations chase productivity gains from generative AI, teams are overwhelmingly focused on improving delivery speed (45%) over enhancing software quality (13%), according to the Quality Transformation Report from Tricentis ...

May 14, 2025

QA teams are experiencing increasing pressure to accelerate release cycles, driven by AI-powered development, while maintaining high-quality standards, according to the 2025 Testing in DevOps Report from mabl ...

April 09, 2025

GenAI technologies continue to create rapid transformation across industries. The State of Digital Quality in AI report highlights that while investment and use of AI continue to climb, the adoption of essential quality assurance (QA) and testing practices for AI is not keeping pace ...

February 25, 2025

More than 96% of the world's top one million web pages are not accessible. This staggering number shines a light on the fact that digital accessibility isn't just about compliance; it's about ensuring software and digital experiences are usable for all users, including the 1.3 billion people worldwide (16% of the world's population) with significant disabilities. Yet, accessibility remains an afterthought in many development workflows ...

February 06, 2025

Enterprise technology has changed considerably over the last decade ... As technology advances, it's driving a shift in how applications are developed, tested, and maintained. Gone are the days when software testing was a checkbox mentality; today, it's a strategic imperative that requires stakeholder involvement from all business areas. With that in mind, let's explore some key trends shaping the industry ...

December 19, 2024

Part 3 covers predictions about software quality and testing, as well as some challenges developers will face in 2025 ...

December 05, 2024

The software testing landscape is undergoing a transformative shift, driven by emerging technologies and evolving development practices. Rainforest QA's survey of software engineering leaders reveals new insights into how development teams are approaching end-to-end (E2E) test automation in 2024 ...

November 21, 2024

Agile security sprints are specialized iterations within the Agile framework focused on embedding security into the sprint cycle. Rather than treating security as an afterthought or a final checkpoint, it's integrated into the regular sprint rhythm ...

November 18, 2024

Applause has released The State of Digital Quality Report ... This year's report examined more than 200,000 defects in digital experiences across enterprise software, digital banking, streaming media services, wearable devices, online retail, voice-activated devices and more. Here's what the 2024 report revealed ...

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