Today's top 25 curated articles from Hacker News, Reddit, and tech blogs.
My bill was close to $1000 a month before migrating the rest of my infrastructure off of Rackspace. I kept a few cloud files just so I can keep my Cloud DNS running (which is free if you have other services with them).
RedditJust one thing, to run demo yourself u need to have gemini api(the model i am using is gemini-2. rn it is made like u need to use gemini api.
RedditWhen developers hear “cloud” and “AI,” their first thought is often about cost. Practical patterns – Learn new tools, APIs, design patterns, and processes you can apply immediately.
Microsoft Azure6 to deliver: Stronger reasoning across code contextsBetter understanding of complex codebasesReliable performance across iterative development cyclesWhether you’re building features, refactoring existing modules, or debugging tricky issues, Sonnet 4.
Microsoft AzureStrong observability is essential here: it shows how the application performs during and after drills. Finally, align operational practices—change management, observability, governance, and continuous improvement—and validate assumptions using the Reliability guides for each Azure service.
Microsoft AzureThis allows Pantone to iterate without rearchitecting the entire system—an essential capability when working in a fast-moving AI landscape. Just as importantly, Pantone emphasized how rapidly they’ve been able to learn and adapt.
Microsoft AzureTelemetry now streams from every layer—health, configuration, cost, performance, and security—while programmable infrastructure enables action at machine speed. Observability agent provides continuous, full stack visibility and diagnosis across applications and infrastructure.
Microsoft AzureNo API keys, no cloud costs, fully private. Cloud models work too The sandbox proxy will automatically inject API keys from your host environment.
DockerHowever, sovereignty isn’t a static checklist; it’s a dynamic landscape spanning compliance, supply chain integrity, data residency, and the rapid evolution of AI.
Red HatIn the AI industry, we’ve spent the last 3 years obsessed with scale. We’ve chased parameter counts into the trillions, believing that "bigger" was the only path to "smarter.
Red HatServer-Side Encryption by default in Amazon Aurora – Amazon Aurora further strengthens your security posture by automatically applying server-side encryption by default to all new databases clusters using AWS-owned keys.
Amazon AWSKubernetes uses APIs everywhere -- externally and internally -- so API Governance is critical to maintaining that integrity. JL: API Machinery provides the actual code and tools that people build APIs on.
KubernetesThis enhancement addresses critical issues with CPU priority allocation for Kubernetes workloads when running on systems with cgroup v2. While this approach is simple, the linear mapping imposes a few significant problems and impacts both performance and configuration granularity.
KubernetesOverview In this guide, you will: Set up a local Kubernetes cluster using kind (Kubernetes in Docker) Deploy cloud-provider-kind, which provides both LoadBalancer Services and a Gateway API controller Create a Gateway and HTTPRoute to route traffic to a demo application Test your Gateway API conf...
KubernetesPlatform, SRE, and infrastructure teams who expect to operate or secure agentic capabilities will find this event especially valuable.
CNCFFor a large API like the Cloudflare API, Code Mode reduces the number of input tokens used by 99. com/mcp" } } } For CI/CD, automation, or if you prefer managing tokens yourself, create a Cloudflare API token with the permissions you need.
CloudflareImproving engineering productivity is crucial to the work we do at Dropbox. The more quickly we can deliver high-quality features to our customers, the more value they can get from our products.
Dropbox TechThe example below shows how: import * as pulumi from "@pulumi/pulumi"; const notStartedRetryHook = new pulumi. ErrorHook( "retry-when-not-started", async (args) => { const latestError = args.
PulumiMany of the improvements are also in various stages of deployment. Oddly, multiple uncontextualized modalities hurts the clip popularity ranking model, but adding contextualization significantly improves performance.
NetflixThey don’t understand your containers, your images, or your specific setup. Build and containerize – Take this application and make it run in Docker.
DockerMCP shows promise but isn’t enterprise-ready 85% of teams are familiar with the Model Context Protocol (MCP), yet most report significant security, configuration, and manageability issues that prevent production-scale deployment.
DockerReduced system complexity – Replacing multiple specialized databases with a single multi-model store reduces services, APIs, and failure modes. Docker provides the ideal environment to bundle and run SurrealDB in a lightweight, isolated container.
DockerOpen Source SecurityCon (evolved from Cloud Native SecurityCon) returns for its second event, co-located with KubeCon + CloudNativeCon Europe 2026.
CNCF35 reads like an AI-infrastructure release Kubernetes has become the place where teams coordinate mixed production workloads: services, batch jobs, data pipelines, and ML training.
CNCFMore specifically, Cloudflare One now offers post-quantum hybrid ML-KEM (Module-Lattice-based Key-Encapsulation Mechanism) across all major on-ramps and off-ramps.
Cloudflare