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⚡ AI Lessons

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
4w ago
Where the controller-runtime cache bites you: stale reads, missing indexes, unbounded watches
A revised kubernetes.io deep dive walks through the local cache every kubebuilder-based controller depends on. The operational read: r.Get and r.List never touc

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
4w ago
AWS's new IaC MCP server lets your AI assistant lint CloudFormation and correlate CloudTrail
AWS has published a walkthrough of an Infrastructure as Code MCP Server that exposes four tools to any MCP-compatible AI assistant: CloudFormation docs search,

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
4w ago
AWS DevOps Agent talks to ServiceNow over MCP, reads incidents and writes findings back
AWS published a walkthrough showing its DevOps Agent connecting to ServiceNow as an MCP client and using the ServiceNow MCP Server to pull incident, CMDB and ch

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
4w ago
GitLab Secrets Manager reaches beyond CI jobs to ESO, Terraform, and an API
GitLab has pushed its Secrets Manager into public beta with three new consumers beyond CI jobs: External Secrets Operator for Kubernetes, a Terraform/OpenTofu d

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
OpenCost 1.121.0 pins a dollar figure to every model and token on Kubernetes
OpenCost 1.121.0, announced on the CNCF blog on August 5, adds per-model and per-token cost attribution for AI inference workloads. The release aims at platform

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Gateway API v1.6 promotes TCPRoute and UDPRoute to Standard, and puts a clock on the v1alpha2 shapes
The June 30 release of Kubernetes Gateway API v1.6 graduates raw L4 TCPRoute and UDPRoute to the Standard channel under v1, deprecates their v1alpha2 counterpar

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
The Kubernetes v1.37 sneak peek gives you three deprecations to diary now
The release team's preview for v1.37 flags a three-release deprecation clock on kube-proxy ipvs mode, a rule that Static Pods can no longer reference Secrets or

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Docker Hub gets OIDC federation for GitHub Actions, retiring the PAT-in-a-secret pattern
Docker has added OpenID Connect authentication for GitHub Actions on Team, Business and Docker Hardened Images plans, so workflows push and pull images with a s

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Kyverno's CLI learns to fake production so offline policy tests stop lying
A CNCF blog post walks through how the Kyverno CLI now stands up an in-memory fake of the Kubernetes API cache, so policies that lean on GlobalContextEntry look

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Linkerd federation keeps the app running when a whole Kubernetes cluster dies
A CNCF walk-through by Dominik Táskai wires three GKE clusters into a full-mesh Linkerd multicluster and kills one. The nine-pod frontend rebalances across the

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Auditors, OIDC and the trust policy most teams get wrong
A DevOps.com walkthrough by Artur Yolchyan lays out a SOC 2-shaped CI/CD pipeline on GitHub Actions and AWS: multi-account isolation, OIDC federation locked to

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
The 60% idle GPU that turned out to be a network policy
A CNCF write-up walks through a distributed Kubeflow training job whose GPUs sat around 60% idle while every pod reported healthy. The failure lived one layer d

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
GPUs keep falling off the PCIe bus, and standard node health does not notice
AWS engineers write up what running Kubernetes at Amazon EKS scale taught them about GPU node failure, and why the default node health model has nothing to say

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Vault Kubernetes KMS enters public beta, aiming at the etcd key sprawl
HashiCorp put a Kubernetes KMS v2 plugin for Vault Enterprise into public beta, letting the API server encrypt etcd through the same Vault install that already

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
AWS teaches its DevOps Agent to open the pull request too
An AWS DevOps Blog walk-through chains the AWS DevOps Agent with the Kiro CLI so incident findings become a pull request instead of a Slack thread. The pipeline

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
k8s-aibom writes down the AI your cluster is already running
Google Cloud open-sourced k8s-aibom, an unprivileged Kubernetes controller that watches the cluster API for inference runtimes and agent frameworks and emits OW

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
AWS puts gray zone failures into the EKS control loop
The New Stack details how AWS treats non-obvious availability zone degradation as its own category on EKS, with zonal shift moving traffic away from an impaired

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
After the ingress-NGINX retirement, what your migration plan owes production
The Kubernetes SIG Network retired ingress-nginx in March 2026, leaving clusters still on it exposed to unpatched CVEs and stalled feature work. A CNCF post lay

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
The SBOM you can trust is the one your build actually made
Docker published a guide arguing that SBOMs generated at build time beat post-build scans on completeness, accuracy and freshness. The distinction quietly chang

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
CloudFormation Express mode ships, returning success before resources are ready
AWS added an Express deployment mode to CloudFormation that reports stack operations complete as soon as resource configuration is applied, with resources conti

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
CloudFormation now validates every stack operation, not only change sets
AWS extended CloudFormation's pre-deployment validation to run automatically on CreateStack and UpdateStack, alongside CreateChangeSet. It hard-fails property e

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
libcurl drops NTLM in September 2026, and on-prem Azure DevOps Git over HTTPS goes with it
Microsoft has warned Azure DevOps Server customers that Git operations over HTTPS will break for anyone still authenticating with NTLM once libcurl removes the

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Dynamic Resource Allocation hits GA in Kubernetes 1.35, and GPU CI jobs finally get a real API
DRA reached general availability in Kubernetes v1.35, and the NVIDIA DRA driver has dropped its Beta label. For teams running GPU workloads through Kubernetes-b

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
AWS reworks the EKS control plane and starts selling it in sized tiers
Amazon EKS engineers detail a set of architectural changes to how the service runs the Kubernetes control plane, including a purpose-built journal that replaces
DeepCamp AI