In this article, I'll discuss some of the best practices I discovered through on my own journey toward automation. These are practices you should consider when automating your testing cycles to make sure you build a suite of tests that work well and can be maintained throughout the life of your application. (This article is based on a presentation that can be viewed in full here.)
Call it self-automation, or auto-automation. At a moment when the specter of mass automation haunts workers, rogue programmers demonstrate how the threat can become a godsend when taken into coders’ hands, with or without their employers’ knowledge. Since both FiletOFish1066 and Etherable posted anonymously and promptly disappeared, neither could be reached for comment. But their stories show that workplace automation can come in many forms and be led by people other than executives.
Macronutrient ratios can be tricky. Always stay within these guidelines to ensure you’re getting the right nutrition: “Generally, for adults 19 years and older, the macronutrient breakdown recommendation is 45-65% calories from carbohydrates, 10-35% from protein, and 20-35% from fat,” says Cohn. That’s a wide range that covers people with a variety of different activity levels.
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COOs initially bought RPA and hit a wall during implementation, prompting them to ask IT’s help (and forgiveness), Viadro says. Now "citizen developers" without technical expertise are using cloud software to implement RPA right in their business units, Kuder says. Often, the CIO tends to step in and block them. Kuder and Viadro say that business heads must involve IT from the outset to ensure they get the resources they require.
Engineers can now have numerical control over automated devices. The result has been a rapidly expanding range of applications and human activities. Computer-aided technologies (or CAx) now serve as the basis for mathematical and organizational tools used to create complex systems. Notable examples of CAx include Computer-aided design (CAD software) and Computer-aided manufacturing (CAM software). The improved design, analysis, and manufacture of products enabled by CAx has been beneficial for industry.[55]

Well, it's not exactly a "tool", but the article mentions infrastructure, and we are sorely lacking in that area. We do have a full QA environment for nearly everything that we work on, which is a vast improvement from the past. However, We have no staging/UAT/pre-production environment that mirrors production more closely, and it has caused us problems in the past. 
A performance tool will set a start time and a stop time for a given transaction in order to measure the response time. But by taking that measurement, that is storing the time at those two points, could actually make the whole transaction take slightly longer than it would do if the tool was not measuring the response time. Of course, the extra time is very small, but it is still there. This effect is called the ‘probe effect’.
Phenomenally successful and for good reason, MyFitnessPal app makes it incredibly easy to log your meals and snacks, either by searching for them or scanning product barcodes. It has a huge database of more than 5 million foods and you can save and re-use your logged meals. The app allows you to set goals and displays simple but clear graphs to give you a visual report of your progress.  You can also connect with friends and family for extra encouragement, join forums and swap tips with the community.
Here you might ask, Just who is augmenting whom (or what) in this situation? It’s a good moment to emphasize that in an augmentation environment, support is mutual. The human ensures that the computer is doing a good job and makes it better. This is the point being made by all those people who encourage more STEM (science, technology, engineering, and math) education. They envision a work world largely made up of stepping-in positions. But if this is your strategy, you’ll also need to develop your powers of observation, translation, and human connection.
This one is the most detailed app I came across. To give you an idea — not only does it track your protein, but you can see how much of each of 12 amino acids you’re getting — and that’s just the basic version of the app. If you’re the type to wonder how much zeaxanthin you ate last week, and whether you’ve had enough electrolytes to get through a 10K, this one’s for you.
Integration: At this phase, perform API integration. This enables the new programs to access and communicate with other existing programs. You should also perform data integration during this step, combining data from disparate sources. Lastly, implement the enterprise service bus (ESB) in a service-oriented architecture (SOA). An ESB allows communication between software applications.

When we talk about continuous testing, and with it continuous delivery and DevOps, the term automation gets thrown around a lot. In a basic sense, we all understand what automation means — the use of some technology to complete a task. But when we talk about automation in terms of continuous testing, there are some nuances that we need to take into account.

“So I ask myself the question: What happens in a consumer-based society when the consumers are progressively displaced from the job market by AI-driven technology? And the corollary: Who is working on that end of the equation as fast as the evolution of the displacement? In other words, Where are new jobs being created at a rate that even remotely approaches the losses? What we are seeing now is that lower-paying, part-time gig economy, and service-industry jobs are replacing careers.
McKinsey & Company estimates that about half of all business processes — including yours — can be automated. Automation could save your business a lot of money, but you may be wondering what processes to start with and what is even possible. First and foremost, review the strategic and operating drivers for improvement. Then look for the processes. Rote and repetitive tasks are one obvious place to start.

BPAs can be implemented in a number of business areas including marketing, sales and workflow. Toolsets vary in sophistication, but there is an increasing trend towards the use of artificial intelligence technologies that can understand natural language and unstructured data sets, interact with human beings, and adapt to new types of problems without human-guided training. BPA providers tend to focus on different industry sectors but their underlying approach tends to be similar in that they will attempt to provide the shortest route to automation by exploiting the user interface layer rather than going deeply into the application code or databases sitting behind them. They also simplify their own interface to the extent that these tools can be used directly by non-technically qualified staff. The main advantage of these toolsets is therefore their speed of deployment, the drawback is that it brings yet another IT supplier to the organization.