Operations | Monitoring | ITSM | DevOps | Cloud

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.

Right workload, right place

The cloud first default has flipped. But every workload decision now needs to be made more deliberately. Civo Product Director Russ Smith shares his key takeaway: understand your legal constraints, know your lock-in maths, and check whether the economics that made sense three, five, or ten years ago still hold up today. You don't need to fund a new platform. You need a managed sovereign place for your data that actually fits where you are now.

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.

Best Synthetic Monitoring Tools [36 Analyzed, 7 Shortlisted]

Summarize with ChatGPT Summarize with Claude The best synthetic monitoring tools are Hyperping for Playwright browser checks with on-call and status pages, Checkly for Playwright-native monitoring as code, Datadog for connecting failed journeys to logs and traces, Grafana Cloud for teams using k6, Better Stack for checks inside a broader incident workflow, Site24x7 for no-code recording and broad location coverage, and Uptime.com for enterprise website monitoring.

Best Redis Monitoring Tools in 2026 [32 Analyzed]

Summarize with ChatGPT Summarize with Claude The best Redis monitoring setup usually combines more than one tool. Use Prometheus with redis_exporter and Grafana for open-source metrics and alerts, Redis Insight when you need to inspect keys and slow commands, Datadog when Redis failures need to connect to application traces and logs, and Hyperping for the outside-in availability and incident-response layer. I analyzed 32 products and shortlisted seven.

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.

Laravel vs. Ruby on Rails

Laravel and Ruby on Rails are both full-stack, batteries-included MVC frameworks with an ORM, a templating engine, a CLI, and a shared philosophy: going from an empty folder to a working app shouldn't take fifty decisions first. Laravel wins when your team already lives in PHP, or when you want the largest possible pool of developers, packages (code other people have already written for common tasks), and hosting options to choose from.

2026 Buyer's Guide: Top On-Call Scheduling Tools for IT Teams

A missed page at 2 a.m. can turn a minor service degradation into an hours-long outage, an SLA breach, and a costly customer-trust problem. For IT operations, SRE, and DevOps teams, the tool that decides who gets alerted, how, and when someone stops the escalation is a critical piece of infrastructure.