Human-machine interfaces (HMI) or computer human interfaces (CHI), formerly known as man-machine interfaces, are usually employed to communicate with PLCs and other computers. Service personnel who monitor and control through HMIs can be called by different names. In industrial process and manufacturing environments, they are called operators or something similar. In boiler houses and central utilities departments they are called stationary engineers.[57]

Summary: Offers a community of users to test and provide feedback on websites, mobile applications and desktop applications. With BetaEasy, users solve problems collectively by communicating with one another and voting on each other’s suggestions. It also allows companies to communicate with users and react to their suggestions and provides detailed reports of all communications and progress.


An image-based automated functional testing tool that enables testers to interact with AUT the same way end users do. TestPlant eggPlant is completely different from traditional testing tools in its approach: modeling user’s point of view rather instead of the test scripts view often seen by testers. This allows testers with less programming skills to learn and apply test automation intuitively. The tool supports various platforms like Web, mobile, and POS systems. It offers lab management and CI integration as well.


As most people in the software industry know, there are distinct differences between manual testing and automated testing. Manual testing requires physical time and effort to ensure the software code does everything it’s supposed to do. In addition, manual testers have to make a record of their findings. This involves checking log files, external services and the database for errors. If you’re familiar with manual testing, you know this process can be extremely time-consuming and repetitive.
This diet tracking app was designed by a professional bodybuilder. It has a library of over 1.5 million food items and all the content is stored locally so there is no need for internet connection. What is great about this app is that it displays macro totals not only for the day but also for all foods and individual meals.  You can also set yourself goals and the app allows for detailed nutrition targets and multiple target sets. So if you want different macro totals for different days, this app can do that for you. My Macros + allows you to log your body weight to make sure you stay on track.  You can also follow your friends and keep an eye on their daily progress.
Negative feedback is widely used as a means of automatic control to achieve a constant operating level for a system. A common example of a feedback control system is the thermostat used in modern buildings to control room temperature. In this device, a decrease in room temperature causes an electrical switch to close, thus turning on the heating unit. As room temperature rises, the switch opens and the heat supply is turned off. The thermostat can be set to turn on the heating unit at any particular set point.

JMeter includes all the functionality you need to test an API, plus some extra features that can enhance your API testing efforts. For example, JMeter can automatically work with CSV files, which lets your teams quickly create unique parameter values for your API tests. It also integrates with Jenkins, which means you can include your API tests in your CI pipelines.
When decisions are high-level, total automation may not be suitable. When environmental cues are needed to make the decisions — such as on automatic vehicles — accidents can happen. Some companies that have brought to market voice and visual-based automation have discovered that the physical world may be too difficult yet for the response needed. This could be a matter of time and constant testing, but humans may still need to make these types of environmental-response decisions.
Before that happens, anyone who works with code may want to consider the benefits enjoyed by self-automation. They’re a sort of test case for how automation could deliver a higher quality of life to the average worker, albeit an imperfect one. “The problem is for automation to work, it needs to be democratized,” Woodcock told me. “It’s a step forward that it’s not a corporate manager who’s delivering automation. It’s still not a democratic process.” Self-automators are acting alone, deciding when and how to replace their own job with code. Ideally, automation decisions would happen collectively, with colleagues’ and peers’ input, so the gains could be evenly distributed.
We've emphasized the importance of getting everyone involved in automation. Here's how it works in my department. An integral part of each development team, the DevTester writes and executes manual test cases for the team's user stories. The tests are written using a methodology (see connect manual tests with automation using a clear methodology) that clarifies how to automate them later on. Once a feature is stable, the DevTester writes the actual automation tests. Then, there's the Developer. In addition to developing the application, the developer works with the DevTester to review both the test's design and the testing code itself. The developer's involvement in the automated tests increases his or her engagement in the automation efforts, which also means the DevTester can help with test maintenance should the need arise. The QA architect is an experienced QA professional who is instrumental in deciding which feature tests should be automated. This is the person with the higher-level view of the overall testing effort who can understand which test cases will yield the best ROI if automated. With a broader view of the application, the architect is also responsible for cross-feature and cross-team QA activities to make sure that end-to-end testing can also be automated.
The logic performed by telephone switching relays was the inspiration for the digital computer. The first commercially successful glass bottle blowing machine was an automatic model introduced in 1905.[37] The machine, operated by a two-man crew working 12-hour shifts, could produce 17,280 bottles in 24 hours, compared to 2,880 bottles made by a crew of six men and boys working in a shop for a day. The cost of making bottles by machine was 10 to 12 cents per gross compared to $1.80 per gross by the manual glassblowers and helpers.

If you're interested in sous vide cooking—where food sealed in plastic is immersed in a hot bath to cook to perfection—you need an immersion circulator to get started. The Anova Culinary Precision Cooker uses Wi-Fi connectivity so you control it from anywhere, even when you're not home. A big dial lets you set the desired temperature to within a tenth of a degree, display shows the set and current water temperature, and an app keeps you notified of the cooking process every step of the way. It makes cooking sous vide as simple as can be.

In 2016, an anonymous confession appeared on Reddit: “From around six years ago up until now, I have done nothing at work.” As far as office confessions go, that might seem pretty tepid. But this coder, posting as FiletOFish1066, said he worked for a well-known tech company, and he really meant nothing. He wrote that within eight months of arriving on the quality-assurance job, he had fully automated his entire workload. “I am not joking. For 40 hours each week, I go to work, play League of Legends in my office, browse Reddit, and do whatever I feel like. In the past six years, I have maybe done 50 hours of real work.” When his bosses realized that he’d worked less in half a decade than most Silicon Valley programmers do in a week, they fired him.


Macrostax, LLC, its affiliates, and subsidiaries, (collectively referred to as “Macrostax,” “we,” or “us”) offers a website and mobile application (together referred to as the “Application”) designed to provide you a data center, accessible via the Internet, to assist you in organizing personal nutrition goals and tracking your personal progress toward those goals. The Application may provide suggestions for meals and/or certain food items that fit certain macronutrient goals. The meal suggestions or macronutrient goals are intended only as general information, for educational purposes, and are subject to the limitations contained herein. These Terms and Conditions of Use (“Terms”) govern your access to and use of our Application. Please read the Terms carefully before using our Application as they are a legally binding contract between you and Macrostax. By clicking below, you acknowledge that you have read and consented to the terms contained herein.
Automated software testing has long been considered critical for big software development organizations but is often thought to be too expensive or difficult for smaller companies to implement. SmartBear’s Tools are affordable enough for single developer shops and yet powerful enough that our customer list includes some of the largest and most respected companies in the world.

The Defense Advanced Research Projects Agency (DARPA) started the research and development of automated visual surveillance and monitoring (VSAM) program, between 1997 and 1999, and airborne video surveillance (AVS) programs, from 1998 to 2002. Currently, there is a major effort underway in the vision community to develop a fully automated tracking surveillance system. Automated video surveillance monitors people and vehicles in real time within a busy environment. Existing automated surveillance systems are based on the environment they are primarily designed to observe, i.e., indoor, outdoor or airborne, the amount of sensors that the automated system can handle and the mobility of sensor, i.e., stationary camera vs. mobile camera. The purpose of a surveillance system is to record properties and trajectories of objects in a given area, generate warnings or notify designated authority in case of occurrence of particular events.[70]


The introduction of prime movers, or self-driven machines advanced grain mills, furnaces, boilers, and the steam engine created a new requirement for automatic control systems including temperature regulators (invented in 1624 (see Cornelius Drebbel)), pressure regulators (1681), float regulators (1700) and speed control devices. Another control mechanism was used to tent the sails of windmills. It was patented by Edmund Lee in 1745.[16] Also in 1745, Jacques de Vaucanson invented the first automated loom. The design of feedback control systems up through the Industrial Revolution was by trial-and-error, together with a great deal of engineering intuition. Thus, it was more of an art than a science. In the mid-19th century mathematics was first used to analyze the stability of feedback control systems. Since mathematics is the formal language of automatic control theory, we could call the period before this time the prehistory of control theory.
Ethan H. Goodman, Digital Marketing Manager of DubSEO Limited, says, “All business growth is directly or indirectly tied to your ability to automate your business. The advantage of business automation is the ability to increase efficiency and productivity. People generally function well when they are put in positions that motivate them. The reality is that most routine activities aren’t motivating or exciting. This means that your employees will simply go through the motions without putting in 100 percent. The best part of business automation is that you spend less time on routine tasks by letting your software or outsourced agency handle that part of your business while you focus on growth and expansion.

Robotic Process Automation is the technology that allows anyone today to configure computer software, or a “robot” to emulate and integrate the actions of a human interacting within digital systems to execute a business process. RPA robots utilize the user interface to capture data and manipulate applications just like humans do. They interpret, trigger responses and communicate with other systems in order to perform on a vast variety of repetitive tasks. Only substantially better: an RPA software robot never sleeps, makes zero mistakes and costs a lot less than an employee.
Digital electronics helped too. Former analogue-based instrumentation was replaced by digital equivalents which can be more accurate and flexible, and offer greater scope for more sophisticated configuration, parametrization and operation. This was accompanied by the fieldbus revolution which provided a networked (i.e. a single cable) means of communicating between control systems and field level instrumentation, eliminating hard-wiring.
What does this mean for us? Hello, free time! It means we would have more time to spend doing things that a machine just cannot do. You’ll get to focus on the creative aspects of your job. Let your brain actually do some thinking and innovating. As much as I hate to sound scientific, you’ll be able to let your human-like capabilities flourish to prove your value. This is where the three job categories that will thrive with automation come into play: creatives, composers and coaches will start to take off.

Where do you begin with a BPA project? How do you identify which processes should be automated at the beginning? Companies should select the processes by first looking at their strategic needs. In this way, companies should ask themselves what will make them more competitive in the marketplace. For instance, you may be concerned with getting goods to market quicker (or first) or decreasing the price of your products by improving your margins.
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One other smart home platform you might have heard something about is IFTTT. An acronym for "If This, Then That," IFTTT is a free service that lets you craft automation recipes that link smart gadgets, web services, and online tools. Select a cause ("if this") and an effect ("then that"), and the recipe will run automatically. A social networking recipe might automatically save your Instagram photos to a Dropbox folder, for instance. Once you start adding smart home gadgets into the mix things get even more interesting -- and more and more are joining IFTTT's ranks all the time.

While automated testing has been considered essential for organizations, both large and small, to implement in order to deliver outstanding software and stay competitive in the industry, it can be tough to get started. Outlining an effective roadmap, building robust frameworks, choosing the right tools, and measuring the potential monetary impact that automation could have on your delivery lifecycle are all critical components of any successful automated testing strategy, but each step presents its own challenges and costs.

Automation isn’t necessarily meant to replace people. Some of that will happen as a result of removing steps that require human interaction, but the focus and advantages are found in productivity, consistency, and efficiency. This is the paradox of automation—as you become efficient using automation, human involvement becomes both more important and less frequent.


While automated testing has been considered essential for organizations, both large and small, to implement in order to deliver outstanding software and stay competitive in the industry, it can be tough to get started. Outlining an effective roadmap, building robust frameworks, choosing the right tools, and measuring the potential monetary impact that automation could have on your delivery lifecycle are all critical components of any successful automated testing strategy, but each step presents its own challenges and costs.

The principles of software development are just as valid when writing tests. Just like you don't want monolithic code with many interconnected parts, you don't want monolithic tests in which each step depends on many others. Break your flows down into small, manageable, and independent test cases. That way, if one test fails, it won't make the whole test suite grind to a halt, and you can effectively increase your test coverage at each execution of your automation suite.
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When someone asks you for an update, can you be sure that your reporting is correct? What happens if the sales team changes the prices and doesn’t update the document you’re quoting from? These inefficiencies can cost your company money. They also decrease your company’s accountability, not to mention wreak havoc on company compliance and customer satisfaction.
Automation frameworks are combined with specific automation tools to create a sound basis for your specific project goals. Automation tools are then aligned with testing goals. When the framework and tools are combined with common practices and coding standards for testing software, you have an automation framework. Jones offers an example using the most popular open source automation technology used for testing a web browser’s user interface (UI).
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The rise of industrial automation is directly tied to the “fourth industrial revolution”, which is better known now as Industry 4.0. Originating from Germany, Industry 4.0 encompasses numerous devises, concepts, and machines.[82] It, along with the advancement of the Industrial Internet of Things (formally known as the IoT or IIoT) which is “Internet of Things is a seamless integration of diverse physical objects in the Internet through a virtual representation”.[83] These new revolutionary advancements have drawn attention to the world of automation in an entirely new light and shown ways for it to grow to increase productivity and efficiency in machinery and manufacturing facilities. Industry 4.0 works with the IIoT and software/hardware to connect in a way that (through communication technologies) add enhancements and improve manufacturing processes. Being able to create smarter, safer, and more advanced manufacturing is now possible with these new technologies. It opens up a manufacturing platform that is more reliable, consistent, and efficient that before. Implementation of systems such as SCADA are an example of software that take place in Industrial Automation today
Home automation takes the mundane, day-to-day activities involved in managing your home and leaves them to a computer, freeing you up to kick back and relax. Once a staple of science fiction fantasies and luxury homes, over the past decade home automation has become a realistic option for the average American homeowner. With this in mind, the home-automation experts at SafeWise have put together an interactive home tour, brief history, explanation of common features, and projection of future trends unique to today’s home automation systems. Hover on the image to learn more about home automation.

During a recent consulting assignment, a tester told me he spent 90 percent of his time setting up test conditions. The application allowed colleges and other large organizations to configure their workflow for payment processing. One school might set up self-service kiosks, while another might have a cash window where the teller could only authorize up to a certain dollar amount. Still others might require a manager to cancel or approve a transaction over a certain dollar amount. Some schools took certain credit cards, while others accepted cash only. To reproduce any of these conditions, the tester had to log in, create a workflow manually, and establish a set of users with the right permissions before finally doing the testing. When we talked about automation approaches, our initial conversation was about tools to drive the user interface. For example, a batch script like this:
TestLeft is a powerful yet lean functional testing tool for dev-testers working in Agile teams. It fully embeds into standard development IDEs enabling developers to easily and quickly create robust functional automated tests without leaving their favorite IDEs such as Visual Studio. It also works well with other tools in dev eco-systems such as source control or continuous integration systems. With TestLeft, developers can:
This app is essentially having a food police on your phone. Unlike other apps, there is no need to guess the portion size or to manually enter your food. It is super simple. You snap a picture of your food and write a basic description of what you ate. That’s it. Rise connects you with a registered dietitian who offers feedback on your meals and pinpoints your problem areas. It gives you personalized, real-time support when you need it. The app teaches you the necessary good habits and over time you start to adopt them without thinking. This will help you to keep the weight off once it’s been lost.  Rise it’s quite pricey and costs $48 per month. However, looking at all the positive reviews it received, it may be worth the price.
Another variation of this type of test automation tool is for testing mobile applications. This is very useful given the number of different sizes, resolutions, and operating systems used on mobile phones. For this variation, a framework is used in order to instantiate actions on the mobile device and to gather results of the actions.[9][better source needed]
The takeaway is that testing is a process requiring human intervention. Bas Dijkstra, an experienced test automation consultant, describes how even the term “test automation” is flawed unless you understand what is and isn’t automated. The actual “learning, exploring, and experimenting” involved in manual, human-performed testing cannot be automated, according to Dijkstra. He writes:

Depending on which of the 10 diets you choose, the macro ratio will vary. If you want to build strength and choose our high protein diet, your fat and carb intake will shift down to fit in the extra calories from protein. You can also set your macro ratio manually if you already know what fits you best! Remember, all calories you consume come from macronutrients. To learn more about calories, read about our In-app calorie counter.
Currently, the relative anxiety about automation reflected in opinion polls seems to correlate closely with the strength of organized labor in that region or nation. For example, while a recent study by the Pew Research Center indicated that 72% of Americans are worried about increasing automation in the workplace, 80% of Swedes see automation and artificial intelligence as a good thing, due to the country’s still-powerful unions and a more robust national safety net.[47]
“RPA is another step in the evolution of business processes. It is the next logical step to significantly reduce the requirement for employees to perform rules-based, high-volume activities. Instead, RPA enables employees to focus on more strategic tasks that help the business — and the beauty of it all is that many organizations are just beginning to explore the use of RPA in different scenarios and situations.”
The food retail industry has started to apply automation to the ordering process; McDonald's has introduced touch screen ordering and payment systems in many of its restaurants, reducing the need for as many cashier employees.[64] The University of Texas at Austin has introduced fully automated cafe retail locations.[65] Some Cafes and restaurants have utilized mobile and tablet "apps" to make the ordering process more efficient by customers ordering and paying on their device.[66] Some restaurants have automated food delivery to customers tables using a Conveyor belt system. The use of robots is sometimes employed to replace waiting staff.[67]
The move to agile has led many teams to adopt a pyramid testing strategy. The test automation pyramid strategy calls for automating tests at three different levels. Unit testing represents the base and biggest percentage of this test automation pyramid. Next comes, service layer, or API testing. And finally, GUI tests sit at the top. The pyramid looks something like this:
“We have introduced the Plustek eScan stand-alone scanning kiosk to several companies where people need to quickly convert paper documents into digital ones. This scanner allows them to log in and send the information to preset locations at the touch of a button. This not only saves a ton of time, but also provides the ultimate secure solution because the user cannot send the files to another location, either intentionally or by accident.
Some observers, spearheaded by a clique of Silicon Valley insiders, have begun arguing for a universal basic income as a way to help those unable to find work. Wisely, the White House report rejects such a solution as “giving up on the possibility of workers’ remaining employed.” As an alternative, Muro proposes what he calls a “universal basic adjustment benefit.” Unlike the universal basic income, it would consist of targeted benefits for those seeking new job opportunities. It would provide such support as wage insurance, job counseling, relocation subsidies, and other financial and career help.

Using our definition, the automation profession includes “everyone involved in the creation and application of technology to monitor and control the production and delivery of products and services”; and the automation professional is “any individual involved in the creation and application of technology to monitor and control the production and delivery of products and services.”

Ajay Prasad, Founder and President of GMR Transcription and RepuGen, says: “There are two major ways that I have been able to improve my own businesses and my clients' through automation and systematization. First, I have developed an automated software solution called RepuGen to automate the difficult process of gathering customer and client feedback and managing online reviews. We all know the importance of online reviews, but typically we can never find the time to manage them. My clients and I were facing the difficulty of getting our happy customers to write reviews, and all manual processes were taking up much of our time.


“The most important thing to consider is the problem you are trying to solve. Many test automation initiatives fail because teams are trying to jump in head first and automate every test possible instead of the most valuable tests according to the goals of development. They find themselves in a maintenance nightmare. Pick the most valuable test you were already performing manually and automate those first.”

You can build automated business processes without a single line of code, complex formulas, or help from IT. Achieve faster progress by creating automated approval requests and automated update requests that are triggered based on preset rules. Use Smartsheet to automate and streamline the following processes: time card tracking, sales discounts, procurement, HR hiring, content, and more. Plus, Smartsheet integrates with the tools you already use, to seamlessly connect your efforts across applications.
ISA awarded me a 2013-2014 scholarship to help fund my education. I would not have been able to keep going to school if I had not received it. So, I want to give thanks to the many people of the ISA who work on securing the future of the organization just as the original founders had. ISA was and is forged and founded from true honesty and integrity that you will not find in to many other professions.
Narain stepped up by seeing an opportunity to develop drugs in a new way. That takes lots of experience, insight, and the ability to understand quickly how the world is changing. Likewise, one interpretation of the success of today’s ultrarich Wall Street investment bankers and hedge fund titans is that they have stepped up above automated trading and portfolio management systems.
The problem is that the United States has been particularly bad over the last few decades at helping people who’ve lost out during periods of technological change. Their social, educational, and financial problems have been largely ignored, at least by the federal government. According to the White House report, the U.S. spends around 0.1 percent of its GDP on programs designed to help people deal with changes in the workplace—far less than other developed economies. And this funding has declined over the last 30 years.
A smart home is a home that is equipped with technology to remotely control and automate household systems like lighting, doors, thermostats, entertainment systems, security alarms, surveillance cameras and other connected appliances. But it’s more than just remote controls. Smart home introduces artificial intelligence to transcend the remote controls and programmable settings that have been standard home features for the past several decades, to create a centralized, self-regulating home monitoring, control, and energy conservation ecosystem. Learn more about smart home here.
BPA is designed to maintain efficiency and increase the stability and operational productivity of an underutilized workforce by integrating business critical software applications. BPA works by analyzing critical and non-critical business processes and their relationship and dependency on other business processes and external partners, in addition to developing or sourcing automated software and computing processes.
The UTF's supplies a toolbox of testing tools to ease creation and maintenance of test programs and provide a uniform error reporting mechanism. The toolbox supplied in most part in a form of macro and function declarations. While the functions can be called directly, the usual way to use testing tools is via convenience macros. All macros arguments are calculated once, so it's safe to pass complex expressions in their place. All tools automatically supply an error location: a file name and a line number. The testing tools are intended for unit test code rather than library or production code, where throwing exceptions, using assert(), boost::concept_check or BOOST_STATIC_ASSERT() may be more suitable ways to detect and report errors. For list of all supplied testing tools and usage examples see the reference.
Many people have tried to make this point in different ways (e.g. this is also the quintessence of the discussion about testing vs. checking, started by James Bach and Michael Bolton). But the emotionally loaded discussions (because it is about peoples self-image and their jobs) often split discussants into two broad camps: those that think test automation is “snake oil” and should be used sparsely and with caution, and those that think it is a silver bullet and the solution to all of our quality problems. Test automation is an indispensable tool of today’s quality assurance but as every tool it can also be misused.

All that action adds up to a rapidly growing number of things in the internet of things, along with a variety of platforms competing to control them all. That might make the idea of getting your smart home started a little bit overwhelming, but don't worry. It's actually easier than ever to start automating your home -- provided you know your options.

It is uncertain how long it will take for driverless trucks and cars to take over the roads. For now, any so-called autonomous vehicle will require a driver, albeit one who is often passive. But the potential loss of millions of jobs is Exhibit A in a report issued by the outgoing U.S. administration in late December. Written by President Obama’s top economic and science advisors, “Artificial Intelligence, Automation, and the Economy” is a clear-eyed look at how fast-developing AI and automation technologies are affecting jobs, and it offers a litany of suggestions for how to deal with the upheaval.

A vacuuming robot isn't enough these days. Don't you want your floors mopped clean as well? iRobot's relatively inexpensive Braava Jet 240 will do exactly that. It's small, quiet, and perfect for apartment dwellers without a lot of floor space or time to clean it when they get home. It sprays a jet of water to clean deep, and can even do damp sweeping, like a Swiffer.
“It felt weird to have free time during the day,” he told me. “I spent that time learning about the other systems in the hotel.” He then made himself useful, helping management with bottlenecks in those systems. Auto-automation had erased menial toil, reduced his stress, and let him pursue his actual interests. “In effect, I made my position into something I love, which is troubleshooting,” he says. Two weeks before he left, he handed his boss a diskette loaded with the program and documentation on how it ran. His boss was upset that he was quitting, Gary says—until he handed over the diskette, showed him how the program worked, and told him to call if there was ever any problem. No call ever came.
We’re the world’s leading provider of enterprise open source solutions, using a community-powered approach to deliver high-performing Linux, cloud, container, and Kubernetes technologies. We help you standardize across environments, develop cloud-native applications, and integrate, automate, secure, and manage complex environments with award-winning support, training, and consulting services.
Every software project takes time before its requirements and design stabilize. A classic comparison is between the UI that can change at any time in an application's lifecycle and back-end services that may live untouched for generations. Agile projects behave differently from waterfall in this respect. If you're developing a SaaS product, you must use automation to support frequent deliveries, but you'll have to carefully consider the effort you invest in developing tests because your requirements may also change frequently. This a fine balance you'll have to learn to work with. For an on-premise solution, it may be easier to identify the stage in which automation tests can be safely developed and maintained. For all these cases, you have to carefully consider when it's cost-effective to develop automated tests. If you start from day one, you'll expend a lot of resources shooting at a moving target.
Get to know your grocery store. Local store put out flyers advertising each week’s specials. Becoming a “store member” can sometimes get you discounts, as can clipping coupons or finding them online. Try to shop around the perimeter of the store—where you’ll find meats, produce and seafood—rather than in the aisles, where you’ll find mostly packaged and processed foods.
The majority of home automation boils down to things turning on and off on their own. To this end, a smart switch capable of controlling anything you plug into it makes a very sensible connected home starting point. There are plenty of options available now from names like Belkin and D-Link, as well as options that work with HomeKit like the iDevices Switch and the iHome Smart Plug.
Once you've got the hang of automating something like a lamp, you can try automating other things, too. Coffee makers, desk fans and space heaters all work well with WeMo. You can even plug a power strip into a WeMo Switch, then automate several devices all at once -- a handy way of shutting down TVs, game consoles, and other electronics that can leech power even in the off position.

Augmentation, in contrast, means starting with what humans do today and figuring out how that work could be deepened rather than diminished by a greater use of machines. Some thoughtful knowledge workers see this clearly. Camille Nicita, for example, is the CEO of Gongos, a company in metropolitan Detroit that helps clients gain consumer insights—a line of work that some would say is under threat as big data reveals all about buying behavior. Nicita concedes that sophisticated decision analytics based on large data sets will uncover new and important insights. But, she says, that will give her people the opportunity to go deeper and offer clients “context, humanization, and the ‘why’ behind big data.” Her shop will increasingly “go beyond analysis and translate that data in a way that informs business decisions through synthesis and the power of great narrative.” Fortunately, computers aren’t very good at that sort of thing.

Our in-memory computing solutions provide faster access to big data while our Business Process Management (BPM) and business process modeling solutions help create more efficient processes. Our master data management solutions ensure organizations can work with trusted shareable master data. And our complex event processing engine—the world’s fastest—provides streaming analytics for real-time big data and predictive analytics.


Whether you’re looking to replace one employee for a day or to hire several hundred employees indefinitely, Automation Personnel Services has a proven track record for recruiting, tracking and managing payroll for as many or as few employees as you need. We are your one source for temporary, temp-to-hire, technical services, outsourcing, direct hire, on-site management and payroll services.
Each industry has different business process automation needs, but BPA can improve every industry. Examples of industries that can benefit from BPA include sales, fire and security, higher education, K-12 education, digital education, state and local government, federal government, justice systems, contract management, case management, cement and building materials companies, and any corporate-level company.
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