Workflow

Insights on AI QA, browser automation, and release workflows for teams shipping product-critical software.

Repeated failure reports pass through reproduction and verification before becoming actionable issues.

WorkflowNov 2, 202610 min read

AI Can Find More Bugs Than You Can Fix. Now What?

More valid bug reports can still overwhelm a team. A runnable example shows how to separate repeated failures, shared causes, and independent authorization defects.

Code review, deterministic checks, and a browser journey contribute separate evidence to the same release candidate.

WorkflowNov 1, 202610 min read

Why Passing AI Code Review Doesn’t Mean Your App Works

A clean AI code review does not verify the combined release. Learn how to close gaps in runtime behavior, configuration, and evidence freshness.

A deployment branch leads to a preview browser, prepared test context, and an evidence clipboard tied to the same build.

WorkflowOct 16, 20266 min read

How to Test Preview Deployments Before Merging

Test preview deployments against the correct build, account, and data. Cover deployment protection, auth callbacks, readiness, and HiTest Base URL overrides.

A release-candidate browser window passes a checklist of deployment, login, saved-data, and access checks.

WorkflowOct 16, 20265 min read

Web Application Smoke Testing Checklist Before Deployment

A focused web app smoke testing checklist for a release candidate: routing, login, core writes, permissions, and a clear decision when a check fails.