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How to Take AI Pilots Successfully to Production in 2026?

Every CIO has a slide deck full of AI pilots by now. A chatbot that answers FAQs. A copilot that drafts emails. An agent that summarizes meetings and files the notes nobody reads. The demos get applause in the boardroom, the budget gets approved for “phase two,” and then largely nothing happens. The pilot quietly lives on in a sandbox, forever 80% done, forever six weeks from launch. If that sounds familiar, you are not behind. You are, statistically, in the majority.

Which Bugs AI Agents Fix Better With Traffic

In the first experiment, I wanted a baseline: if an AI coding agent gets the same production signal a human would get, can it fix bugs in a codebase it has never seen? Yes, but only when I gave it better context. With only an alert, the agent passed 51% of the runtime tests. When I added captured traffic, the actual request and response for the failing call, it climbed to 77%. This post is the second pass.

How to Review and Validate AI-Generated Test Cases (Without Blindly Trusting Them)

AI can write a test case in seconds. It looks clean. It is structured correctly. It has a name, preconditions, steps, and expected results - everything a good test case should have. And that is exactly the problem. A polished test case is not the same as a correct one.

SAP's Agent-led toolchain, explained

At Sapphire 2026, SAP introduced its latest vision for customers: the “Autonomous Enterprise,” a new model of business where AI agents run core ERP processes, from HR to finance and beyond. Reimagining the modern SAP enterprise also means reimagining its tools. At this year’s event, SAP renamed the Integrated Toolchain to the SAP Agent-led toolchain, revamping its role for a more intelligent enterprise.

Get Started With MCP Proxies on WSO2 Platform AI Gateway

Deploy an MCP server through WSO2 Platform AI Gateway in a few commands — running entirely on your own infrastructure. This quickstart shows you how to set up MCP proxies on WSO2 Platform AI Gateway as a standalone component via Docker. You'll start a sample MCP server, deploy it as an MCP proxy configuration to the gateway, and verify it using the official Model Context Protocol Inspector. What you'll cover.

What's Next in Perforce Intelligence: Building the Control Plane for Enterprise AI

Perforce Intelligence is in its next phase to help our customers and partners get solutions, platforms, and features that bring control at every stage of the AI software development lifecycle (AI SDLC). Read about the evolution of Perforce Intelligence and new platforms and features we’ve rolled out to make AI easier to adopt for production-ready environmental needs. Back to top.

Open Source Security, Licensing, and Other Challenges (2026 State of Open Source Report)

Is open source licensing still a major challenge for enterprises—or has security become the bigger concern? In this clip from the 2026 State of Open Source Report webinar, experts from the Eclipse Foundation, Open Source Initiative (OSI), and Perforce OpenLogic discuss how open source adoption challenges have evolved over the past decade. While licensing complexity was once a top concern for organizations, the maturation of the open source ecosystem and the widespread adoption of well-established licenses have helped reduce that burden.

data:unplugged 2026 Recap - PAYBACK's Decade of Data Mastery

At the recent data:unplugged 2026 in Münster, Europe’s biggest festival for data and AI, the stage was set for a masterclass in data transformation. Julian Stock, Analytics Reporting Team Lead, and Andreas Weiß, Senior Reporting Engineer, from PAYBACK, Germany’s premier loyalty program, shared the stage to detail a decade-long evolution: the journey from a strict, ticket-based reporting system to a thriving, AI-ready data culture.