الهندسة
تعمّق تقني في الأساطيل، والتحقق، وممارسات هندسة الموثوقية.
12 مقالة
أساطيل اختبار، لا نصوص اختبار
لا تستطيع النصوص الثابتة مواكبة التغيير المستمر. تجلب أساطيل الاختبار الانضباط التشغيلي إلى التحقق على مستوى المؤسسات.
توليد الاختبارات بالذكاء الاصطناعي لا يكفي
يساعد توليد الاختبارات على تأليف الفحوصات، لكنه لا يُشغّل الموثوقية. إليك ما تضيفه طبقة التحكم.
RIP Manual Testing: The End of the Script-Maintenance Era
Script-based, manually-maintained QA cannot keep pace with systems that change continuously. The script-maintenance model died; self-maintaining Testing Fleets anchored in a System Graph replace it.
The Last Manual Gate: Why QA Sign-Off Is the Bottleneck in an Automated Pipeline
Your CI/CD is automated end to end, then stalls at manual QA sign-off. Here's why the last human regression gate breaks under AI-era load, and how to close it.
Why Fintech Can't Afford Manual Regression Cycles Anymore
At fintech's code velocity, manual regression cycles cost release latency and let reportable risk through. Why governed autonomous validation is the control-layer fix.
A Migration Playbook: Retiring Your Selenium Suite Onto Testing Fleets
A staged playbook for platform teams retiring a brittle Selenium suite onto governed Testing Fleets without opening a coverage gap.
The Test-Maintenance Tax: What Brittle Scripts Really Cost a 200-Engineer Org
Brittle test scripts aren't a fixed QA cost. They're a maintenance liability whose interest rate is your deploy frequency. A cost teardown for finance leaders.
CI Is Green and the Release Is Still Broken: A Reliability Post-Mortem
A reliability post-mortem where every static check passed and the release still broke. Why green CI lies, and what change-aware, dependency-grounded validation does instead.
The Coverage Illusion: Why 90% Line Coverage Still Ships Broken Releases
Line coverage measures execution, not correctness. See why 90% coverage still ships broken releases, and what behavioral, dependency-aware validation checks instead.
Flaky Tests Are Not a Bug-They're the Predictable End State of Static Scripts
Flaky tests aren't a bug to retry away. They're the predictable end state of static scripts run against systems that never stop changing. Here's the architectural fix.
Record-and-Replay Was a Stopgap. Here's What Comes After.
Manual, record-replay, and script frameworks each just deferred test maintenance. A QA lead's case for why fleets, not self-healing scripts, finally end the cycle.
When 41% of Your Code Is AI-Generated, Human Test-Authoring Can't Keep Up
Around 41% of code is now AI-generated. Manually written tests can't match that throughput. Why validation has to scale like generation, and what to do about it.
