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Insights
Practical writing on test automation, release quality, Salesforce, AEM, and testing AI.
Salesforce
Green but wrong: when tests pass and the business flow is broken
A passing UI test proves the screen worked. It says nothing about whether the price, the loan, or the record behind it is right.
Automation
Never heal an assertion
Self-healing tests can save a team hundreds of hours. Built carelessly, they can also turn real failures into passes. One rule prevents that.
Scale
Fitting a four-hour regression suite into your release window
When the CI job has a hard time limit and the suite keeps growing, running faster isn’t enough. You have to run smarter.
AI testing
How to test a chatbot that never answers the same way twice
Scripted assertions break on generative output. LLM-as-judge works, but only if you test the judge as carefully as the chatbot.
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