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" ... "Codeless" tools were originally meant to help you avoid the hours of programming that are usually necessary to get the most out of testing logic. While their objective was to address programming complexity, most tools in the market adapted a no-code approach by avoiding the code, but not really addressing the logical complexity in testing. A common misconception is that codeless test automation tools should completely avoid code. I believe this is actually a disservice, as very soon users will start hitting roadblocks. Testing requirements are typically as vast as application development. It is hard to believe that all testing requirements could be addressed with some canned, pre-packaged solution. Some level of logic development flexibility is required, but in a way so that the user does not get bogged down by the syntactical complexities. ... "
" ... At first, while developers would use automated testing, there was no framework that would enforce this as a process. It would be up to an individual developer to run "make test" as a part of a build cycle. The industry, however, was evolving. Most of the builds were now made by build servers that would ensure that the result would be clean and reproducible. It started making sense to make the test step an inseparable part of the build -- just as your code was not supposed to contain syntactical problems (otherwise, it wouldn't compile), it was expected to pass the logical testing. ... "
" ... I add this final point with some trepidation, but I think that it is important. Awareness comes in the ability to detect anomalous patterns that threaten the fidelity of the data, actions that are potentially destructive, and actions that incentivize more efficient storage or access of information. Self-healing data systems are one such form of awareness. Systems that are able to determine (and later counter) unwanted bias are another. Once you have a data system that is capable of rejecting data not because of syntactical issues but because the provenance of that data "tastes funny", you have a system that is beginning to become self-aware. ... "
" ... Only within the last decade has that been changing, as the idea of data being available enterprise wide has taken hold. This in turn has created different requirements on both data storage and data transmission, as agreements about how information was structured. Such structure was both syntactical in terms of a common metalanguage such as XML or JSON, and semantical in terms of what underlying model was used to describe properties (relationships) and structures (entities). ... "
" ... P.S. I always want to type out Wolfenstein II: Shadow Of The Colossus. It's because of several things, but mostly because of the word 'Colossus.' The thing is, we also have Shadow of War out right now, and there's a remake of Shadow of the Colossus in the works. Combine all that with The New Colossus and it's a recipe for sheer and utter syntactical mayhem. ... "