Operations | Monitoring | ITSM | DevOps | Cloud

The latest News and Information on APIs, Mobile, AI, Machine Learning, IoT, Open Source and more!

Smart Home Care: How to Prevent Structural Damage Before It Costs You Everything

Your home is quietly working against you, sometimes for years, before the damage becomes impossible to ignore. Water finds its way behind drywall. Mold colonies establish themselves in crawlspaces you never visit. Foundations shift incrementally until one day, they don't shift back. For homeowners who genuinely care about smart home structural damage prevention, early action isn't a luxury; it's the foundation of everything else.

Learning by Doing: How Summer Tech Programs Prepare Students for Future Careers

Every curious kid who's ever taken apart a remote control, just to see what's inside, deserves more than a textbook answer. Summer tech programs are changing that dynamic entirely, turning passive learners into builders, coders, and genuine problem-solvers. STEM offerings now account for 45% of all camps, with robotics featured in 32% of programs, and that number keeps climbing. That trajectory tells you something important about what young learners actually need right now, and what well-designed learning by doing summer tech experiences genuinely deliver.

Building an agentic content production system with Claude Code

This post by an engineer explains how his team uses the.claude folder in Claude Code. The folder is the hidden directory where you store context files, behavioral rules, and automated workflows so Claude understands how to operate in a specific project. He’d set up coding conventions, tool configs, CI integrations. Very engineering-brained. The tool is called Claude Code, so fair enough. I run a web and content team. We write blog posts, tutorials, and technical guides for a living.

Stopping Kubernetes cloud waste: agentic automation for enterprise fleets

Agentic Kubernetes resource reclamation is the practice of using an autonomous control plane to continuously identify, suspend, and delete idle infrastructure across a multi-cloud Kubernetes fleet. It replaces manual cleanup and reactive autoscaling with intent-based policies that act on business state, eliminating the configuration drift and cloud waste typical of unmanaged fleets.

Offline evaluation for AI agents: Best practices

If you’re building LLM-powered applications and agents, you’ve probably asked yourself: “How do I know if my changes actually made things better?” You can tweak prompts, adjust temperature settings, or try different models, but it’s not always easy to validate whether version B’s response is better than version A’s. Most teams fly blind in preproduction and rely on user feedback to see how well their application works in the real world.

User Feedback to Pull Request in Minutes with Cursor + Sentry

Cursor Automations + Sentry Triggers: go from user feedback to a pull request automatically. See how to set up an end-to-end workflow that turns feedback into code changes, posts the PR to Slack, and keeps your team in the loop. In this video, we walk through a real-world example using Sentry Docs. A user submits feedback through a widget on the docs site, it lands in Sentry as an issue, and when assigned, a Cursor Automation kicks off. The automation reads the feedback, validates it, generates a PR against the repo, and posts the link in the relevant Slack thread. No manual work required.

The AI Zero-Day Wave Is Here. Is Your Logging Infrastructure Ready?

Last week, the cybersecurity industry received a signal it cannot afford to ignore. Anthropic announced Claude Mythos Preview: a general-purpose frontier AI model that, without any explicit training for the task, autonomously discovered and fully exploited zero-day vulnerabilities across every major operating system and web browser. Not theoretical capabilities.

The Trust Layer: Why Enterprise AI Needs a Gateway Before It Needs More Models

Enterprise AI does not have a model problem. It has a trust problem. Before organizations invest in larger models or additional agents, they need a control layer that governs how those agents operate inside production systems. Without that layer, autonomy does not scale. If you talk to any enterprise leader right now, you’ll hear the same question.

The Hidden Cost of Disconnected Order Writing and Back-Office Workflows

Across wholesale selling, a lot of order friction starts in places teams stop noticing. A rep may submit an order from the road, then operations has to re-enter quantities, fix payment terms, or confirm pricing before accounting can invoice it. Product details, customer records, and promotions often live in separate places, so the same order can look different depending on which team opens it.