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devops
204 postsRed: TypeScript/Bun Library for Idempotent DevOps CLIs
Red is a TypeScript/Bun library for building idempotent DevOps CLIs, defining desired state in YAML.
Python Automation Cookbook: Building AI-Driven Decision Pipelines
A practical pattern for adding lightweight AI classification steps to deterministic script pipelines, handling judgment calls that if/else logic can't cover.
GPT-5.6 Arrives, Fable 5 Goes Metered: Cost Control Still Missing
OpenAI's GPT-5.6 rollout and Anthropic's newly metered Fable 5 expose a deeper gap in AI coding tools: no reliable way to track, reserve, or explain agent spending.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comHow GitHub assigned owners to 14,000 repos in 45 days
GitHub tagged thousands of ownerless repos using custom properties, archived 8,000 of them, and made ownership mandatory across the organization.
MCP vs CLI: A Resilient Hybrid Architecture for AI Agents
When a plugin crashed, why did the MCP servers survive? A hybrid AI agent architecture combining MCP and CLI, with token cost tradeoffs and lifecycle lessons.
How to Shrink a Docker Image From 1.2GB to 180MB
A practical guide to cutting Docker image size by 85% without touching app code: multi-stage builds, slim base images, layer ordering and .dockerignore.
Ota Pressure-Tests Its .NET Contract on OrchardCore
Ota tested its readiness contract on OrchardCore, making dotnet restore a first-class dependency step and proving a narrow, honest .NET slice instead of overclaiming.
Foreman: A Self-Hosted, Cost-Aware LLM Gateway for Coding Agents
Foreman is an open-source, self-hosted gateway between coding agents and LLM providers that routes by cost, preserves prompt caching, and logs every spend.
KubeSwift: Kubernetes-Native VM Orchestration on Cloud Hypervisor
KubeSwift defines VMs as Kubernetes CRDs and runs them on Cloud Hypervisor with GPU passthrough, live migration, and OCI image distribution.
100 Days of DevOps: Killing SSH Passwords and Resizing EC2
Day 7 of a 100-day DevOps series covers setting up passwordless SSH properly and the public IP pitfall that trips people up when resizing an EC2 instance.