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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

Keeping it boring: the incident.io technology stack

At incident.io we run a deliberately simple technology stack. Keeping things boring has allowed us to scale from a few hundred customers to several thousand, while having only two platform engineers. In this post I'll walk through the stack, explain some of the choices we've made, and touch on the challenges we're facing as we grow.

Millions of Metrics. Zero Clarity.

Millions of metrics. Zero clarity. That’s the reality many IT teams are facing today. As environments grow more complex, telemetry explodes. Millions of records generated every hour. Dozens of specialized tools for network, storage, Kubernetes, cloud, AI workloads. Each tool is good at its domain. But none of them answers the real question: Where should I focus right now? Fragmented visibility creates predictable failure modes.

Stop Vibe Coding Everything: The Case for Spec-Driven Dev

Spec-driven development with AI coding agents could change how you build software. In this GitKon 2025 talk, Erik Hanchett, Senior Developer Advocate at AWS, breaks down why AI coding assistants perform dramatically better when they start with structured specifications instead of raw prompts. If you've been vibe coding your way through complex features and wondering why your AI keeps going off the rails, this is the video for you.

Inside the architecture: How Upsun delivers 99.99% uptime for AI

For a CTO, "four nines" represents a commitment to keeping production revenue live with less than 0.01% of total downtime per year. As AI workloads move from pilot projects into core production services, the reliability requirements for infrastructure have shifted. AI agents, RAG pipelines, and automated LLM workflows depend on a consistent platform state.

Unmasking the Resolute Raccoon

You’ve almost certainly seen them… In the forest, rummaging through a dumpster, in poorly aging millennial memes. Raccoons are ubiquitous and endlessly entertaining creatures. YouTube and TikTok are full of videos documenting their clever antics and escapades. One such intrepid raccoon gained fame for making their way to the most unlikely places, from liquor stores to karate studios.

Managing AI Models and Datasets with Harness Artifact Registry | AI/ML Artifact Management

Building AI applications often means juggling multiple models, scattered datasets, and version chaos across local systems. But what if you could bring it all together — securely and efficiently — in one place? In this walkthrough, Shibam Dhar, DevRel Engineer at Harness, demonstrates how Harness Artifact Registry makes it easy to manage and govern your AI/ML assets — from models and datasets to prompts and agents — with built-in support like Hugging Face and generic registry types.

Escalation policies for low-priority incidents

Teams put a lot of thought into how critical incidents are handled. Low-priority incidents usually don’t get the same attention. And without a proper escalation policy, they just land in a shared channel, waiting for someone to acknowledge. Setting up a clear policy for them is worth doing. Not because they need the same urgency as a critical incident, but because having a defined path for every incident makes the whole system more reliable.

Cisco and Megaport: Redefining the Edge of Modern Networking

Explore four Cisco and Megaport Virtual Edge solutions that bring secure, high-performance networking closer to users and clouds. Enterprises have quickly outgrown the constraints of legacy WAN architectures. As cloud and SaaS dominate and users grow more distributed, rigid infrastructure models—complete with backhaul-heavy designs and unpredictable internet performance—no longer work.

Smarter Custom Metrics for Redgate Monitor: Additional Alert Text Query

This is a guest post from Nick Coombe. Redgate Monitor's built-in metrics cover the most common database pressure points out of the box. However, every estate has a few KPIs and metrics that are specific to the business, and users can create custom metrics to track those signals and receive an alert when they cross a threshold.