Practical DevOps, Cloud, AI & Linux engineering guides
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.
Most read
- 01How to Reduce Datadog Costs Without Losing CoverageCloud · 1,793 views
- 02OpenTelemetry Collector Pipelines: Real Configs That Survived ProductionDevOps · 1,704 views
- 03Azure DevOps Best Practices in 2026: Build Pipelines You Can TrustDevOps · 999 views
- 04
- 05A Pragmatic Multi-Region Strategy for Small TeamsCloud · 644 views
Topics
Latest Articles
View All →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.
AI Agents and Kubernetes Remediation: Write Access Is the Easy Part
Handing an agent kubectl is a five-minute job. Proving the fix worked and did no harm is the real work, and it belongs in the wrapper, not the prompt.
Kubernetes Readiness Probes Lie During Rolling Updates
A green readiness probe means the probe endpoint answered, nothing more. The gaps that cause 502s during rollouts, and the Deployment settings that close them.
The Terraform Lock File Is Code: Review It Before You Init
A DPRK-linked group is mailing DevOps candidates Terraform take-home repos whose lock file points at a fake registry. terraform init then runs the attacker's provider.
KYAML: Kubernetes YAML Without the Norway Problem
Kubernetes is promoting KYAML, a strict subset of YAML that any parser accepts. It kills type coercion and indentation bugs without a migration.
EU CRA Article 14: What DevOps Teams Should Wire In Now
Since 11 September 2026 the 24-hour clock for actively exploited vulnerabilities is live. The owner, the decision path, the SBOM lookup, and the runbook you need this month.
Plugin4Shell: A Pinned Plugin Is Not a Verified Plugin
A SHA pin that nobody checks is a label, not a control. Plugin4Shell showed that four major coding agents never checked.
AWS Lost a Region for Good: Multi-AZ Is Not Disaster Recovery
AWS says it cannot restore data held only in Bahrain (me-south-1) or in one UAE zone. Multi-AZ gave availability, not recovery, and only cross-region copies survived.
Copilot's September Bill Cliff: Included AI Credits Just Dropped
The June to August promotion ended on September 1. Included Copilot credits fell 37% on Business and 44% on Enterprise while seat prices stayed flat. Here is the arithmetic and the controls.
GitHub's September 13 Outage: One Cleanup Job, 28 Services
A background cleanup job saturated the database behind GitHub's permission checks, and the safeguard pacing it watched only replica lag. Throttle on more than one signal.
AI CLI Agents in CI: Claude Code vs Codex CLI vs Gemini CLI
Running a coding agent on a laptop is a preference. Running one in a pipeline is an architecture decision about credentials, sandboxing, and non-interactive failure.