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" ... Alex Measure: There were two really big surprises for me. The first was that free open-source software made it so easy to build a machine learning system that outperformed the expensive rule-based approaches we had been considering. The second was that the system assigned codes more accurately, on average, than trained human coders. I certainly did not expect that when we first started and I think it took all of us a while to believe it, but the results have been consistent. On average, our machine learning systems assign these codes more accurately than our trained human staff and this gap has grown as we have introduced more and better training data and switched to better machine learning algorithms such as deep neural networks. ... "
" ... In the era of traditional programming, coders treated grand challenges like content understanding as ethnographic codification, in which they would deeply research how a problem was currently solved and would observe human analysts at work and even perform the task themselves to understand all of the complexity and nuance involved. They would then develop programmatic workflows that replicated all of this complexity. ... "
" ... On that note, Microsoft announced a new solution it calls Microsoft Power Automate Desktop. The feature takes its Power Automate RPA (robotic process automate) offering and, with the help of recent acquisition Softomotive, extends it to the world of on-prem. According to Microsoft, this solution will give the full continuum of coders, both code experts and neophytes, the valuable ability to automate processes in desktop and web applications. Customers gain access to a drag-and-drop visual designer, with over 370 actions—ranging from humdrum everyday processes and workflows to incredibly complex. According to Microsoft, the visual designer, coupled with a live debugging tool, makes it a breeze to put automation steps in the right, logical order. ... "
" ... The challenge is to ensure code review and the process of identifying and resolving security flaws is a seamless part of the development process. He noted that few coders are really all that tech savvy, and that for many organizations application security is still something that is sort of bolted on after the fact. He thinks ShiftLeft can change that. ... "
" ... While running a jobs listings business in the mid-’90s, Dines heard that coders in Bucharest working on outsourced projects for U.S. tech companies were making a relatively princely $300 a month. He borrowed a book on C++ from the library and taught himself, using a friend’s computer while he slept. By 2001, he had an offer from Microsoft and moved to Seattle, where he worked as a programmer for nearly five years. “My first years were terrible,” Dines says. “In meetings, I understood 50% to 60% of what they talked about, and I couldn’t speak anything.” It was only much later that he discovered that some words—like “folder”—were more than the names of Windows icons. ... "