Systems | Development | Analytics | API | Testing

Realtime steering: interrupt, barge-in, redirect, and guide the AI

Start typing, change your mind, redirect the AI mid-response. It just works. That is the promise of realtime steering. Users expect to interrupt an answer, correct its direction, or inject new instructions on the fly without losing context or restarting the session. It feels simple, but delivering it requires low-latency control signals, reliable cancellation, and shared conversational state that survives disconnects and device switches.

Activation is broken: why most SaaS teams get it wrong and how to fix it

If activation feels fuzzy in your company, you’re not alone. In fact, Rodrigo Fernandez has seen the same pattern across hundreds of SaaS businesses: growth teams get handed “increase activation,” but no one actually owns what activation means, how it’s defined, or how it’s measured. And when activation isn’t owned, it becomes a committee decision. It turns into noise. And your product data stops being useful.

Tableau MCP vs. Databox MCP: Enterprise Control vs. AI-Native Speed

The Model Context Protocol (MCP) is reshaping business intelligence. It provides the technical standard for a new class of generative BI tools that let you talk to your data. The engine behind this revolution is the MCP server—the essential component that connects AI models (like Claude or Cursor) to a company’s data. This article examines Tableau’s official MCP server vs. Databox MCP to help you decide between a traditional BI add-on and an AI-native headless platform.

How To Use Copilot In Software Testing: A Practical Guide For Testers

Software testing is critical in assessing the quality of apps, testers oftentimes have to deal with limited resources when it comes to creating tests, as well as repetitively creating tests for all feature coverage. These factors lead to a significant reduction in both the speed of development and efficiency in the testing process.

CVE, CVSS, and the Mistake Most Teams Keep Making

Modern software systems are exposed to a constant stream of disclosed vulnerabilities. Thousands of new issues are published every year across operating systems, runtimes, libraries, and frameworks. Treating all of them as equally urgent is not realistic, and trying to do so often leads to ineffective security work. To manage this volume, the security community relies on two foundational mechanisms: CVE and CVSS.

Appian Supercharges SAP with Serious AI

If you’re an SAP customer, you’ve probably heard the same pitch more than once: just wait a little longer. Your migration to S/4HANA will unlock the agility you need. Your SAP Business Technology Platform (BTP) investments will catch up soon. Your workflows will get faster. Your data will become more accessible. Just a little more time. But what if you can’t wait? What if your supply chain teams are buried under manual work?

Move From Integration Challenges to Unified Data Connectivity

Your first data integration took two weeks. The second took three weeks, because you had to refactor some code. Your third one is now in week five, and you’re realizing the architecture you built for two sources doesn’t scale to three. If this sounds familiar, you’re not alone. This isn’t because your team isn’t capable. It’s because data integration complexity doesn’t scale linearly. It compounds. It doesn’t have to be this way.

Introducing DreamFactory's Apple Push Notification Service

DreamFactory 2.5 now supports Apple Push Notification Service (APNs). This blog post will show you how easy it is configure DreamFactory as your iOS app’s push notification provider. Note that APNs support is a premium feature in DreamFactory's Silver and Gold products, not an open source feature. APNs is a native DreamFactory service that supports role-service-access, live API documentation, script access, etc.