Andrii Tkachuk argues that AI agents should reason in terms of operations rather than commands, drawing a parallel to how engineering teams moved from raw SQL to higher-level abstractions. He contends…
A new Kubernetes Skill Pack from an unnamed author teaches agents to build two read-only skills: k8s-pod-diagnose, which diagnoses pod failures by branching on CrashLoopBackOff, ImagePullBackOff, Pend…
Devopstronaut published a tutorial on July 8, 2026 showing how to build a Kubernetes MCP server in about 15 minutes using Python, FastMCP, kubectl, and a local kind cluster. The server exposes get_pod…
An internal copilot recommended running `kubectl delete namespace production` after retrieving an outdated runbook from a vector database, highlighting how real-world usage at 1,000 users exposes fail…
A developer has released Lowfat, a pluggable CLI filter tool that reduced their LLM token usage by 91.8% over two months. The single-binary tool sits between CLI commands and AI agents, stripping verb…
Piper, a new DevOps copilot, operates with a safety-first architecture where a large language model never directly executes commands — it only selects typed actions from a fixed catalog, which are the…
Part 2 of a series documenting the setup of a production-mirror Kubernetes lab on a Mac using OrbStack. The author demonstrates how to create a single-node cluster with a single command, which automat…