Systems | Development | Analytics | API | Testing

smartbear

Why traditional test metrics fall short in the AI era

Jul 21, 2026 By Chris Armstrong In SmartBear
Most QA teams already track the basic metrics: how many tests ran, how many passed, how much coverage exists, and how many defects turned up. Those numbers still matter, and engineering leaders will keep asking for them. The real challenge is turning those numbers into decisions, and that gets harder as AI-assisted development speeds up the volume, frequency, and complexity of software change.
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Perforce IPLM Ask AI: Find IP, Metadata, and Design Context Instantly

Jul 21, 2026 By Perforce In Perforce
See the new Ask AI interface in Perforce IPLM. In this quick 1.5-minute demo, the Perforce product team shows how engineers can use natural language to query IPLM, retrieve IP versions and metadata, and access critical design context without navigating complex menus or queries. The Ask AI feature is powered by the IPLM MCP Server and Perforce Agentic Gateway, allowing you to.
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qlik

The AI Opportunity Gap Is Real. It's Growing. And It Is Not About Access to Tools.

Jul 21, 2026 By James Fisher In Qlik
In the first part of this series, I argued that discernment, the ability to recognise when an AI-generated answer is wrong, is becoming one of the most valuable capabilities inside an organisation. The question this piece addresses is simpler and harder: who is actually being given the opportunity to develop it? The AI opportunity gap is real. It is not primarily a gap in access to tools. It is a gap in permission. And I believe that gap starts earlier than most leaders realise, often in school.
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oril

Business Analysis for PropTech: Preventing Costly Product Misalignment

Jul 21, 2026 By Roman Havrylyuk In ORIL
When a PropTech product struggles, the issue usually isn’t the code. A skilled team can build the wrong thing well: a listing platform on a data model that buckles when the second MLS feed arrives, a CRM that ships to spec while agents quietly stop using it, an MVP that investors, agents, and end users each expected to do something different. That gap between what the business assumes, what users need, and what the architecture can support is what we mean by PropTech product misalignment.
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kong

Why Integration and MCP Are the New Foundation of Your Agentic AI Strategy

Jul 21, 2026 By Heather Halenbeck In Kong
If you've been following the agentic AI wave, you've probably noticed that the conversation tends to center on the agents themselves: which LLM to use, which orchestration framework to pick, which use cases to tackle first. But a growing body of analyst research is pointing to a different bottleneck, one that's hiding in plain sight: integration. Forrester's David Mooter argues that integration must sit at the center of your AI strategy — not as plumbing, but as a strategic capability.
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kong

Why Your Kafka Event Streams Need an Event Gateway

Jul 21, 2026 By Warren Vella In Kong
*You wouldn't expose a REST API without a gateway. What about Kafka?* You would never expose a REST API without an API gateway in front of it. Authentication, rate limiting, observability, access control — these aren't optional extras. They're mandatory, and we've spent the last decade building the API gateway pattern to solve exactly this problem. So here's the question worth sitting with: would you expose Kafka or any event stream without a gateway?
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kong

Local Previews and Agent-Driven Authoring for Your Konnect Dev Portal

Jul 21, 2026 By Adam DeHaven In Kong
The new Konnect Dev Portal Toolkit extension for Visual Studio Code gives you a live, portal-accurate preview of your content right beside the file you are editing. You watch a page take shape exactly as it will appear to your developers, as you type, without ever leaving your local editor.
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perforce

LGPD Meaning: Brazil's Data Protection Law Explained

Jul 21, 2026 By Perforce In Perforce
Cyber insurance has become a standard line item in enterprise risk management, and for good reason. The financial consequences of a significant cyber event, whether a ransomware attack that halts operations for weeks or a data breach that triggers regulatory scrutiny and third-party liability, can far exceed what any operational budget was sized to absorb. Insurance exists to handle that tail. Most organizations recognize this benefit and carry a policy.
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perforce

How to Achieve India's DPDPA Compliance for Non-Production Data & AI Workflows

Jul 21, 2026 By Perforce In Perforce
Like many other countries, India has made moves to protect consumers’ data. Comparable to the European Union’s General Data Protection Regulation (GDPR), India’s Digital Personal Data Protection Act (DPDPA) establishes new, higher standards for data privacy, timely breach notification, and consent management.
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UFO.Hosting Review (2026): Budget $6 VPS, 10 Gbps Uplinks & Bare-Metal Servers

UFO.Hosting Review (2026): Budget $6 VPS, 10 Gbps Uplinks & Bare-Metal Servers

Jul 21, 2026 By SystemsDigest In SystemsDigest
Building a resilient server infrastructure requires a constant balance between hardware performance, network bandwidth, and overall cost. Hosting provider UFO.Hosting has drawn significant attention within the IT community due to its combination of affordable VPS plans, high-speed uplink ports reaching up to 10 Gbps, and a flexible choice of server deployment locations. The editorial team at SystemsDigest conducted a comprehensive analysis of the provider, evaluating company reliability, network connectivity, and hardware potential under heavy workloads.
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