Systems | Development | Analytics | API | Testing

How AI-Generated Code is Changing Software Testing

AI coding tools have quickly become part of everyday software development. What started as an experiment is now a normal part of how many teams write, ship, and update code, with tools like GitHub Copilot, Cursor AI code editor, Anthropic’s Claude, and ChatGPT being used across a wide range of workflows. The productivity gains are real. Developers are moving faster, shipping more changes, and spending less time on repetitive work. But as output increases, so does the risk.

Don't trust AI agents on Kafka. Unless you have OAuth 2.1. (Live)

Every engineering team is onboarding AI agents. Most are doing it without a governance model - static API keys, no audit trail, no way to revoke access if something goes wrong. Join us on April 15th as we go live on the topic everyone is talking about but few are solving: how to govern AI agent access to streaming data.

How AI Improves Decision-Making Across the Software Delivery Lifecycle

In modern software development, speed is no longer the biggest challenge. Most organizations have adopted agile practices, CI/CD pipelines, and automation frameworks that enable rapid delivery. What slows teams down today is uncertainty. Stakeholders constantly face critical questions: When answers rely on scattered reports, manual interpretation, or partial visibility, decision-making becomes reactive, leaders will hesitate.

How to Build a SaaS Application from Scratch (Step-by-Step)

SaaS apps have now become a basic necessity for all of us, something we never knew could actually happen. Long gone are the days when we used to wait for hours or even days to watch the latest episode of our favorite series. Now, we have Netflix, Hotstar, AppleTV, and whatnot. Talking about Netflix, well, you must all be aware of SaaS apps like Netflix, or you must have used this app at least once in your life, if not regularly. Correct?

Android Studio and Xcode App Debugging With Breakpoints: How to From Zero

Breakpoints are useful for all kinds of debugging. But for iOS debugging, they’re critical. iOS often veers away from the typical top-to-bottom flow. At the same time, its heavy reliance on async/await can inadvertently lead to concurrency and race conditions. As devs, we need a way to stop the train before it goes too far in the wrong direction. This is what Xcode breakpoints are designed for.

Driving Business Value with AI: 4 Data Democratization Plays

AI-powered analytics is everywhere right now. But the payoff? Not so much. Two patterns show up again and again. The first is an “AI everything” backlog that expands faster than teams can deliver. The second is an insights bottleneck that still forces the business to wait in line for basic answers while analysts drown in ad hoc requests.

Gherkin vs Traditional Testing: Which One Wins with AI?

Gherkin's structured, human-readable format gives it a decisive edge when working with AI-powered testing tools. Start evaluating your test suite structure now, as AI-powered QA is becoming the industry standard, and your test format determines how well these tools can assist you. The debate over Gherkin vs traditional testing has taken an unexpected turn.

OpenLogic: Enterprise Support for Mission-Critical Open Source

For two decades, Perforce OpenLogic has delivered enterprise-grade open source technical support, LTS, and professional services including implementations and migrations. With more than 400 technologies covered, we help organizations achieve digital autonomy and avoid vendor lock-in by securely deploying OSS. If you're looking to reduce costs by getting off proprietary platforms, modernize legacy systems, or meet new compliance regulations, our experts can provide unbiased guidance.

Use P4 MCP to ask code review questions | #perforce #codereview #mcp #p4

In this clip from LIMITLESS, our 2026 P4 Product Update, Patrycja (Trish) Tomiak-Gough, Chief Architect at Perforce, demonstrates how P4 MCP connects Claude with Perforce P4 Code Review to find a specific review, ask whether the change addresses a ticket, and a surprise trick question!