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DevSecOps

Vibe Coding's Security & Tech-Debt Bill: 45% of AI Code Ships an OWASP Vuln

Veracode says 45% of AI-generated code carries an OWASP Top 10 flaw and AI commits leak secrets at 2×. The spring 2026 data, plus the checklist that turns the velocity loan back into a gain.

9 min read · Jun 20, 2026
FinOps

FinOps for AI: Govern the Bill at Runtime, Not at Invoice Time

98% of teams now manage AI spend and most overspend 4–5×. Why cost governance has to shift to provisioning and runtime, with a 40% inference-cost case study.

9 min read · May 27, 2026
Industry

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.

10 min read · May 2, 2026
AI Ops

Azure 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.

9 min read · Apr 24, 2026
Kubernetes

Kubernetes 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.

6 min read · Apr 9, 2026
FinOps

Kubernetes 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.

8 min read · Mar 17, 2026
Platform Engineering

Why 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.

7 min read · Feb 24, 2026
SRE

The 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.

6 min read · Jan 28, 2026
Kubernetes

Three 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.

5 min read · Jan 6, 2026

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