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AI Demand Is Surging, Now Comes the Cost of Meeting It

Another wave of corporate reports shows that the boom in artificial intelligence continues to generate returns for investors. At the same time, however, its other side is becoming increasingly apparent. The main problem for the industry remains not a lack of demand, but the cost of meeting it. Companies are ready to sign multibillion-dollar contracts for computing power, but to fulfill them they have to rapidly ramp up capital expenditures, purchase accelerators, and build new data centers.

The Recruiting Tech Stack: AI Matching Tools and Dynamic QR Codes Explained

Recruiting technology conversations tend to circle back to the same handful of systems: the ATS, the HRIS, maybe a video interview platform if the organization has scaled past a certain size. Those systems matter, but they're not where a lot of the actual friction in hiring lives anymore. The friction has moved to the edges of the process, the moment a candidate first encounters a job posting, and the gap between submitting an application and actually landing in front of the right hiring manager.

PayEscape Review: The Ultimate Payroll Service For UK Businesses

We're always on the lookout for new services and software solutions that help UK businesses, particularly when it comes to payroll. While there are many payroll services out there, few stand out as brightly as PayEscape. It's a service that immediately attracted our attention due to some standout features - but what is it actually like, how does it compare with its closes competitors, and what types of businesses may benefit from it? Find out in our detailed review below.

I built an API traffic classifier for business workflows

An engineering leader asked me a question a few weeks ago: could we read their business workflows out of API traffic instead of asking people to document them? I said it should be possible. Then I tried it. A few engineers know how the system really works. They know which calls make up a work order and which checks happen after a write. That stuff rarely makes it into the test plan. Usually it’s in somebody’s head. Sometimes it’s in several heads, with slightly different answers.

The psychology behind the apps we use every day

Have you ever opened a new app and immediately known what to do? You know where to click, what an icon means, and somehow everything feels exactly where it should be. Then you open another app and spend several minutes looking for a basic setting, navigating confusing menus and wondering why something so simple feels so difficult. What makes the difference? It isn't always the technology. Often, it's psychology.

AI Only Your Data Can Build

Your competitive edge isn't the model; it's the data that only you have. Sonal Pardeshi, Head of AI Product at Splunk, explains why teams building on general-purpose models keep arriving at the same generic outcomes, and what changes when agents are grounded in your own machine data and your own governance. AI Toolkit and Agent Launchpad let teams build and run agents against your grounded data.

ChatGPT Stopped Citing Reddit - And That Matters

ChatGPT appears to have dramatically changed how it searches the web — and Reddit is suddenly showing up far less in its citations. For years, Reddit was one of ChatGPT’s most frequently cited sources, at one point accounting for as much as 15% of citations. That also created an entire industry around influencing Reddit posts in hopes of getting brands surfaced inside AI-generated answers. Now, ChatGPT appears to be shifting toward more targeted searches of official websites, documentation, and help centers instead of broadly searching the open web and pulling in Reddit discussions.

Golden Paths for AI agents: What changes when platform users aren't human?

Agents are already calling your self-service APIs, querying your catalog, and independently provisioning resources around the clock. According to Gartner’s 2026 Hype Cycle for Agentic AI report, agents have had the most aggressive adoption curve of any emerging technology. Gartner even considers agents to be a formal user persona, referring to the agent experience (AX) throughout the report.

Only hard work: AI's unexpected burnout risk

On this episode of Masters of Data, we dig into what happens when AI actually delivers on its promise to eliminate busywork, and explore why removing the toil doesn't feel like the win everyone expected. We make the case that repetitive tasks build the intuition, pattern recognition, and muscle memory people need to do the harder work well. Security and engineering leaders rethinking how much triage and busywork to hand off to AI will find plenty to chew on here, especially anyone staring down a task list where every single item feels like the hardest one.