RAG applicationslean on pipelines that can crumble if the4 R's frameworkisn't in place: reliable architecture, resumability, recoverability, redundancy. Ingenious stuff!.. read more  

Every shared access point is a potential failure point. The risks are real and can be catastrophic. Safe implementation includes strict data ownership, schema change protocol, data integrity protection, and auditing. Moving to a structured API layer and data separation can help mitigate risks and pl.. read more  

KubernetesonDebianjust got its act together. The team axed the messy vendoring, shrunk the tarball bulk by over half, and tidied up dependency chaos. Now every dependency snuggles into Debian nicely, kicking out those pesky proprietary blobs. This means a secure, policy-friendly package and—drumroll.. read more  

k0s, the streamlined Kubernetes flavor pioneered by theCNCF Sandbox, strips it down to one slick binary. It's tailor-made for edge AI, shedding the bulky baggage. UnlikeK3s, k0s thrives on meager resources, sipping energy while skipping the tangled installation dance. Just 1-2 GB of RAM, and you're .. read more  

Modular monolithsrisk turning into messy "big balls of mud" when developers overdo shortcuts or tangle the code. Gomodular-firstand be ready to spot stealthy dependencies lurking in the corners. Skip the quick fixes—they're overrated... read more  

CVE-2025-47933inArgo CDshreds security and hands injected JavaScript the keys to your Kubernetes kingdom. With a terrifyingCVSS score of 9.1, this one's no joke. Patch it, yesterday!.. read more  

Woodpeckertakes on the dirty work of red teaming for AI, Kubernetes, and APIs. It tackles over half of the OWASP Top 10 threats without breaking a sweat. Find it free on GitHub, spreading top-notch security testing like free candy... read more  

Docker's MCP Catalog and Toolkit bust myths and solve setup headaches, smoothing out AI agent development with snug, secure containers.With heavy-hitter partners likeStripe,Elastic, andHerokuon board, developers now revel in one-click connections through Docker Desktop. Integration nightmares and se.. read more  

Kubernetestransformed from an obscure tech into a backbone for cloud-native AI projects. Today,Google Cloudtakes the crown for effortlessly scaling AI models withGKE. Together,Cloud RunandKubernetescurb AI inference expenses. The secret sauce? On-the-fly GPU access and serverless wizardry that let e.. read more  

KubeVirtpromises the glitzy dream: running VMs in Kubernetes. With Red Hat and friends fanning the flame, it seems poised for greatness. But hold your applause—it's not yet a production powerhouse. Advanced VM management features? Missing in action. Switching to KubeVirt isn't just a hop; it's a lea.. read more