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Articles 173,180Blog Posts 163,830Tech Tutorials 46,199Research Papers 33,880News 21,840
⚡ AI Lessons

Dev.to · Guatu
3w ago
Traefik Host Collision: Why Duplicate Host Rules Break IngressRoutes
In Traefik v3, a wildcard router can outrank an exact Host match, because default priority is rule string length. Here's how it fails and how to fix it.

Dev.to · Guatu
3w ago
Moving Scheduled LLM Curation from Cloud APIs to Local Models
A comparison of cloud APIs vs local models for scheduled agent memory curation, and the headless-cron gotchas nobody warns you about.

Dev.to · Guatu
3w ago
Kyverno allowLatestTag Pitfalls: How Policy Can Stop Pods From Restarting
A disallow-latest-tag policy only blocks new admissions. That gap turns a routine pod eviction into a permanent outage. Here's the failure mode and the fix.

Dev.to · Guatu
3w ago
Longhorn Read-Only Mounts: Detection, Recovery, and Closing the Silent Failure Window
A Longhorn volume can report Healthy while the filesystem inside your pod has been read-only for hours. How to detect it, recover it, and alert on it.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Backing Up Qdrant Snapshots Correctly: From emptyDir to NFS Persistent Backups
Qdrant snapshots on emptyDir vanish on restart, and snapshots on the data PVC die with the disk. Here's the NFS-backed pattern that survives both.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Prometheus Alerting Rules That Don't Cry Wolf
How to write Prometheus alerts that carry context, tolerate transient scrape blips, and page only when something is actually broken.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
SealedSecrets: Storing Secrets in Git Without the Risk
How SealedSecrets lets you commit encrypted secrets to Git safely, why the real risk is losing the controller's private key, and how to back it up.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
MetalLB on Bare Metal: LoadBalancer Without a Cloud Provider
Your bare-metal LoadBalancer Service is stuck Pending. Here's how MetalLB hands out real LAN IPs, why L2 mode works, and the traps that cost me hours.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
CloudNativePG: Running PostgreSQL in Kubernetes Without the Pain
Running PostgreSQL on Kubernetes with CloudNativePG: the Kyverno policy traps, SSL gotchas, read/write splitting, and the 16.4 segfault to avoid.

Dev.to · Guatu
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
Network Policies with Calico: Default Deny and Namespace Isolation
Rolling out default-deny NetworkPolicies and namespace isolation with Calico without breaking DNS, ingress, or admission webhooks.

Dev.to · Guatu
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
Network Policies with Calico: Default Deny and Namespace Isolation
Rolling out default-deny NetworkPolicies and namespace isolation with Calico without breaking DNS, ingress, or admission webhooks.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Velero + MinIO: Kubernetes Backup Strategy for Bare Metal
Moving beyond cloud S3 to a bare-metal backup strategy using Velero, MinIO, and Longhorn. Lessons on CSI snapshots and ETCD persistence.

Dev.to · Guatu
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Agent Glass-Break Patterns: Controlled Escalation for Production
How to implement controlled escalation for AI agents using safeBins and network-level constraints to prevent production catastrophes.

Dev.to · Guatu
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
3mo ago
Grafana Dashboards: Information Density vs Readability
Stop cramming every metric into one screen. A practical look at balancing information density and performance in Grafana dashboards.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Kubernetes RBAC: Building Least-Privilege Service Accounts
Moving beyond cluster-admin for everything. A practical approach to scoping ServiceAccount permissions for production workloads and AI agents.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Cloudflare DNS-01: Fixing the Gap Between Automation and Reality
Moving beyond basic cert-manager setups to handle DNS-01 challenges, Kubernetes ndots resolution issues, and dynamic IP automation with Cloudflare.

Dev.to · Guatu
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Building Agent Skills: A Pattern for Discoverable Capabilities
Moving beyond basic tool-calling to a composable skill pattern that makes agent capabilities discoverable and reusable across different frameworks.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Longhorn Volume Health: The Gap Between 'Healthy' and Actually Working
Stop trusting the Longhorn UI blindly. Learn to monitor replication, fix stale mounts, and manage snapshot bloat in production K8s storage.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Kyverno Admission Controllers: Policy-as-Code That Actually Works
Moving beyond the happy path of Kubernetes policy enforcement. Real-world Kyverno pitfalls, mutation loops, and the gap between docs and production.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
4mo ago
Unprivileged LXC + Docker: The runc Sysctl Permission Trap
Fixing the silent failure of sysctl settings when running Docker inside unprivileged Proxmox LXC containers.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
4mo ago
AdGuard Home: Network-Wide DNS Filtering with Failover
Setting up AdGuard Home for network-wide DNS filtering with a robust failover strategy to prevent total internet outages.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
4mo ago
Stop Merging Broken YAML: Kubernetes Manifest Validation in CI
Don't let invalid manifests break your GitOps pipeline. Learn how to use kubeconform and Kyverno exclusions to catch errors before they hit production.

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
4mo ago
cert-manager + Cloudflare DNS-01: Automated TLS for Everything
Automating TLS with cert-manager and Cloudflare DNS-01 in Kubernetes

Dev.to · Guatu
☁️ DevOps & Cloud
⚡ AI Lesson
4mo ago
SealedSecrets Key Backup: Don't Lose Your Encryption Keys
How to back up and recover SealedSecrets encryption keys in Kubernetes
DeepCamp AI