7+ hour, 14+ min ago   (457+ words) Most demos of AI-for-infrastructure tools show a clean run. I think that is exactly backwards, and I want to explain why by walking through the thirty seconds of my own demo that a normal product video would have cut. A…...

8+ hour, 42+ min ago   (37+ words) Our agent scaled the payments deployment from twelve pods down to two, and then posted a calm message in Slack explaining why …...

16+ hour, 42+ min ago   (24+ words) I was interested in touching the surface of Kubernetes ecosystem of some sort, so I decided to touch... Tagged with cloudnative, programming, opensource, tutorial....

18+ hour, 20+ min ago   (715+ words) Standing orders are pre-authorized decisions, in writing, with limits: what the on-call may do ALONE while the decision-maker is unreachable. Without them, every small team eventually pays for the same gap - the incident that needed one decision at 3 a.m., the person…...

1+ day, 6+ hour ago   (172+ words) While Kubernetes' built-in HPA works well for basic CPU and memory metrics, it falls short in modern, event-driven architectures. Traditional HPA relies on reactive resource utilization thresholds, often scaling up too late after a system is already under load, and…...

1+ day, 2+ hour ago   (30+ words) Common deployment mistakes that can break production — and how to prevent them before they impact users. Shipping code to production is …...

1+ day, 8+ hour ago   (323+ words) A four-method contract — Connect/Invoke/Close, Init/Apply — is the only thing a new target implements. The fault injector, workload generator, and checker are written once and never change when a target is added. Adding NATS required zero changes to…...

2+ day, 10+ hour ago   (1152+ words) Have a kubeconfig? Get started with SkyPilot in 3 commands: To connect and use a Kubernetes cluster, SkyPilot needs: An existing Kubernetes cluster running Kubernetes v1.20 or later. A Kubeconfig file containing access credentials and namespace to be used. Hosted Kubernetes services…...

2+ day, 17+ hour ago   (788+ words) Microsoft PyRIT: Democratizing AI red teaming through open-source tooling Learn how the Python Risk Identification Tool for generative AI evolved over time to open up AI red teaming to subject matter experts from virtually any domain. A practical framework for…...

2+ day, 20+ hour ago   (748+ words) ✓ Human-authored analysis; AI used for formatting and proofreading. A Kubernetes admission webhook is a piece of code that intercepts every API call before the API server commits it. Mutating webhooks can rewrite pod specs, inject sidecars, modify environment variables, change…...