Practical security notes for teams shipping apps, infrastructure changes, and AI workflows.

Short, plain-language articles on attack paths, rollout decisions, and the trade-offs behind security reviews.

Recent notes on testing, AI security, and risk decisions.

How retrieval, connectors, tool access, approvals, and audit evidence shape a serious AI review.

Why valuable app findings sit between the browser, API, mobile flows, identity, and workflow logic.

Approvals, permissions, oversight, and rollback paths when AI starts touching live operational work.

From reading to action

Tell us about the system, the timing, and the decision the review needs to support.