&gt; <i>So we end up doing manual certification work everytime we release or publish a new version of software, for performance, fault tolerance, etc.</i><p>What can humans do, sitting at a computer, that software can&#x27;t be written to do?<p>Before other nitpickers derail this question, I&#x27;m talking about validating a software product, not hard AI.