Practical perspectives from someone who has been doing this for 16 years.
Shift-left testing is one of the most cited principles in modern software delivery. In FinTech it is also one of the most inconsistently applied. Here is what it actually looks like when it works.
Most CTOs have a rough sense of how good their testing is. Almost none of them have actually measured it. The gap between those two things is usually significant.
Testing a system that contains AI requires a completely different set of techniques to testing the AI model itself. Most teams are only doing one of the two.
Most automation problems are not tool problems. They are design problems that were ignored when there was still time to fix them cheaply.
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