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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.
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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.
Best Vector Databases in 2026: Do You Even Need One?
Most teams shipping retrieval do not need a dedicated vector database. Here is where Postgres runs out, and which specialist actually helps when it does.
The Cheapest Way to Centralize Logs at Scale
Cutting a log bill is not a procurement exercise. It is four decisions about what you drop at the agent, what you index, how long you keep it, and what you never send at all.