Latest writing.
The Month AI Stopped Being a Feature and Started Being an Outage
Eight viral DevOps stories from April 2026 — Vercel, SAP Mini Shai-Hulud, OpenClaw, Bluesky, Cloudflare Agents Week, Datadog's 5% AI failure rate — and the supply-chain layer your SBOM doesn't cover.
AI OpsAzure SRE Agent Hit GA. Here's What 35,000 Incidents Don't Tell You.
March 10 GA. April 15 AAU billing. Microsoft published the 35,000-incident headline — here's the dataset they didn't, the four-rung autonomy ladder, and a 90-day rollout that survives an audit.
KubernetesKubernetes 1.33's In-Place Pod Resize: The End of the 3 AM Restart Window
The feature that finally lets you resize pod CPU and memory without a restart — what it fixes, how it actually works, and a safe rollout plan for stateful workloads.
FinOpsKubernetes GPU Cost Crisis: How to Cut LLM Inference Bills by 60% in 2026
98% of FinOps teams now manage AI spend — up from 63% last year. The five techniques (MIG, MPS, continuous batching, quantization, spot GPUs) that actually move the number.
Platform EngineeringWhy Developers Keep Bypassing Your Internal Developer Platform
Gartner says 80% of large engineering orgs will have a platform team — but most golden paths become toll roads devs route around. What breaks adoption and the shape that works.
SREThe Alert Fatigue Trap: Why 44% of 2025 Outages Came From Alerts Your Team Already Dismissed
New NeuBird AI data: 78% of SRE teams now suffer alert fatigue, and the alerts that page you most are the ones you learn to ignore fastest. How to fix the flywheel with burn-rate SLOs.
KubernetesThree Mistakes We See in Every Kubernetes Migration
The patterns that cause 80% of post-migration pain — and how to avoid them before your first pod ships.
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