Practical DevOps, Cloud, AI & Linux engineering guides
GitLab's New Rate Limits: What to Fix Before Oct 19
GitLab is capping unauthenticated API calls at 60 an hour starting October 19, and the preview windows land before most teams will have noticed.
Most read
- 01How to Reduce Datadog Costs Without Losing CoverageCloud · 2,006 views
- 02OpenTelemetry Collector Pipelines: Real Configs That Survived ProductionDevOps · 1,948 views
- 03Azure DevOps Best Practices in 2026: Build Pipelines You Can TrustDevOps · 1,036 views
- 04
- 05A Pragmatic Multi-Region Strategy for Small TeamsCloud · 856 views
Topics
Latest Articles
View All →
Cloudflare's Clef: When a Decision Model Beats an LLM Call
Most moderation, routing, and triage calls aren't generation problems. Clef proves it by answering in 38.8 milliseconds instead of seconds.
Claude Code Mods: Programmable, Unsandboxed, and Your Problem in CI
Mods make Claude Code a real runtime you can program. They also run with your full native permissions, no sandbox, so a bad one is a bad CI step.
Gemini 4 Argon: A Frontier Model You Mostly Can't Use Yet
Google shipped a 1M-token output ceiling and strong cyber-defense benchmarks, then handed the keys to almost nobody. Here is what that gating pattern tells you.
GPT-6.1 Sol's 80% Price Cut Rewrites Agentic Coding Math
OpenAI priced GPT-6.1 Sol at a fifth of GPT-6 Astra and called it nearly as good at agentic coding. That claim is now a routing decision, not a headline.
Azure OpenAI's Sweden Central Outage: A Health Check Postmortem
A slow database made a backend service look dead, and the health check that was supposed to protect it killed it faster. The lesson has nothing to do with AI.
Claude Sonnet 5.5: Should You Switch From Sonnet 5
Same sticker price, a real-world cost drop from speed and token efficiency. Here is who should move today and who can wait a sprint.
Storm-3068: A CI/CD Pipeline Is a Kubeconfig Exfiltration Machine
Microsoft's Storm-3068 report used zero malware to steal Kubernetes credentials, just a password reset, a pipeline edit, and permissions nobody had scoped down.
Docker Cloud Sandboxes: Why Agents Need MicroVMs, Not Containers
Docker put AI coding agents in hosted microVMs instead of containers, because a container was never the isolation boundary this job needed.
GKE Pod Snapshots: Cold Starts Drop 89%, If Your Nodes Match
Google's benchmarks show a 70B model restoring in 37 seconds instead of minutes. The catch is a hash and a hardware match that silently refuses to restore when either is off.
Zed Delta and the Pull Request: Obsolete, or Just Overloaded?
Zed says agents made pull requests obsolete and shipped Delta to replace them. The review unit needs rethinking, but review itself, and the gates around it, stay.
CERN Left Red Hat for Debian: The CPU Baseline Lesson
CERN is moving accelerator control computers to Debian because RHEL raised its minimum CPU level. Check your own fleet's x86-64-vN support before the next OS upgrade does it for you.
Perplexity Left DynamoDB for CobbleDB: When Should You?
Perplexity built its own key-value store because DynamoDB's read path and bill stopped fitting 50 KB search items. Here is the checklist for when leaving is justified.