One safety habit matters from day one. Read a command before pressing Enter, especially commands that remove things. Docker is helpful, but it is also very obedient. If you tell it to delete the wrong container, it will do so…
Live model spans precede the enclosing workflow tree. Shared Copilot Automations use repository access, owner billing and Copilot attribution. The October 28 rollout leaves teams with a workflow-maintenance decision. Airbyte’s MCP manages pipelines across plans, including local Core instances. Its context-layer…
If you've only used Docker on a VM, you may not know you can run it inside a system container — no hypervisor, near-native speed, and it boots in a couple of seconds. Incus (the community fork of LXD) makes this…
Delegating MariaDB authentication to PAM can remove a separate database password from the workflow. It also introduces several identities that must agree: the Unix account, the PAM service and policy, the mapped MariaDB account, and the database grants attached to…
These recipes run here on Google Cloud (GKE), but llm-d's routing, scheduling, and disaggregation layer is accelerator- and cloud-independent. The same configuration pattern applies on other accelerators and clouds; only the device-allocation and KV-transfer connectors change. To sustain high concurrency…
The latest news from Google on open source releases, major projects, events, and outreach programs for early career developers. by Mofi Rahman, Developer Relations Engineer, and Brandon Royal, Product Manager, Google Cloud When Google introduced Kubernetes twelve years ago, the…
The product also supports groups and permissions in its Pro documentation. A group can separate users who only consume apps from operators who can restart containers or open a terminal. The management interface, app URLs, and API tokens should not…
This article is part 1 of a series on why we built the secret-management service dotvault and how we implemented it. Let me start with "why we built it." Development always requires sharing API keys and.env files (files that bundle…
AWS Kiro, the cloud giant's AI-oriented integrated development environment, isn't the most popular code editor. That honor goes to Microsoft's Visual Studio Code, at least as measured by Stack Overflow's 2026 Developer Survey. Kiro might rank 27th among the listed IDEs, but…
Free SRE & Developer Diagnostics: Test your stack live with our DMARC Record Checker, Generator & SPF/DKIM Validator, Free Website Speed & Core Web Vitals Checker, or explore all 9 Free Webmaster & Cloud Engineering Tools. A production-ready PKI topology uses a two-tier hierarchy:…
K8s basics, helm charts, storage classes, and small‑cluster ops for homelabs.
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