
Self-Healing Tests Need a Clear Spec
Self-healing tests can reduce brittle failures, but they need clear boundaries so they do not hide real product bugs.
Ideas on testing systems, failure data, velocity, reliability, and the workflow details that make quality visible.

Self-healing tests can reduce brittle failures, but they need clear boundaries so they do not hide real product bugs.

CI should execute tests, not be your system of record. Here's how to centralize test results without changing your existing test stack.

Test artifacts should speed up debugging, not disappear behind CI downloads. Here's a better way to keep screenshots, logs, and traces in context.

Scattered test results cost teams hours a week. Here's why centralized test data fixes flaky tests and improves quality.

I built a centralized test results platform with analytics and a CLI that fits your existing workflow. Here's what's inside.
Send runs, artifacts, and historical quality data to AF without replacing your CI or test framework.