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"AWX in Action: Ansible Orchestration at Scale" is now available in print and ebook. It covers running AWX on Kubernetes for real, not a sandbox demo that falls over the moment you add a second execution node.
Teams that use Claude Opus 4.6 for spec-driven development generate code at low cost, so they spend scarce developer time on review and QA. Developers create more value by judging code than by typing it... read more
The key insight from the article is that at mid-to-senior backend levels, coding rounds matter least while judgment, communication, structure, and ability to defend decisions are critical. Focus on rehearsing key design, incident, and behavioral answer structures to succeed, not just LeetCode... read more
Design patterns were created for human comprehension, not machines, serving as a shared vocabulary to communicate complex ideas quickly, manage working memory, and standardize solutions. Even in the era of AI-generated code, design patterns are crucial for containing the limitations of AI models and.. read more
GitHub is reeling from an infrastructure breach by TeamPCP, highlighting the vulnerability of developer environments. Privileged access was achieved not through traditional perimeter exploitation, but by targeting trusted developer tools like IDE extensions. This incident serves as a stark reminder .. read more
GitHub began usage-based Copilot billing, and some developers say they used up the AI credits GitHub grants for a month in under 24 hours. Developers burn credits through "premium requests". GitHub counts prompts to advanced models, agent tasks, edits, and some Copilot features against the allowance.. read more
With KubeVirt, enterprise platform teams can run VMs and containers on Kubernetes, so separate VM and container platforms remain a choice teams keep through habit... read more
"Buzzing Beyond Clouds"continues the eBPF adventure with Obee as a Jedi bee, showcasing how Cilium powers networking, cluster mesh, observability, security, and service mesh in the Kubulous galaxy. Each chapter parallels Cilium's real-world functionalities, making complex concepts accessible to all .. read more
Platform teams should verify side effects at the OS layer, separate from tool approvals and sandbox rules, because engineers cannot treat AI agent harnesses as security boundaries... read more
