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devops
185 postsEnvironments Are Not Features: A Real Sandbox Architecture
One frontend, many environments: how proxy-based routing, identity copying and hard reloads build a real sandbox architecture that holds up.
EKS node autoscaling with Karpenter: just-in-time capacity, no node groups
Karpenter provisions EC2 capacity for EKS based on actual pending pods instead of static node groups. A look at NodePool, EC2NodeClass, consolidation and Spot use.
How to Build Incident AI That Engineers Actually Trust
An incident-detection AI lost engineer trust by reasoning before context. Adding deploy tracking and a context graph raised hypothesis accuracy from 35% to 70%.
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.comFender: a Docker socket proxy that removes Docker Hub lock-in
Fender sits between the Docker CLI and daemon, transparently rewriting image references to your chosen registries—no Dockerfile or CI script changes required.
How GitHub Uses eBPF to Block Circular Dependencies in Deployments
GitHub explains how it uses eBPF to detect and block circular dependencies caused by hosting its own source code, using cGroup-based network filtering and a DNS proxy.
Cursor Launches Origin Code Hosting Platform Amid GitHub Outage
Cursor launched its Origin code hosting platform during a GitHub outage, aiming to transform source code management with AI integration.
The Anatomy of AI Agents on Google Cloud: A Comprehensive Guide
Explore the building blocks of AI agents on Google Cloud and how to utilize them.
How to Self-Host a Validated AI Coding Assistant with NVIDIA NeMo Guardrails
Self-host your AI coding assistant with NVIDIA NeMo Guardrails. Establish a system that prevents errors and ensures traceability.
Git Log for Your Infrastructure: Including Your AI Agent's Config
Statedrift securely records your Linux infrastructure and detects changes.
OpenShell Kubernetes Operator for Managing Sandboxes
The OpenShell Kubernetes Operator enables sandbox management via kubectl. A significant tool for developers.