Daily Archives: April 17, 2022

Northwell Health is working with Aegis Ventures, a New York-based startup studio to launch Ascertain, a joint company creation platform.

WHY IT MATTERSWith Ascertain, Northwell and Aegis plan to develop and commercialize artificial intelligence companies to tackle various healthcare challenges related to quality, cost, access and health equity.

The joint venture will combine clinical and business leadership, drawing on the expertise of technical and product teams, and building on Northwells diverse datasets and capital resources.

Its main focus will be building and validating effective solutions that can be rapidly brought to market, officials say, noting that Ascertain has already begun creation of its first portfolio companies in partnership with Northwell clinicians and administrators.

One early priority is health, working in collaboration with Northwell's new Center for Maternal Health, the goal is to develop new data-driven approaches to detecting and managing serious complications for expectant mothers and babies.

Ascertains data scientists are working with Northwells Maternal and Fetal Medicine team to examine tens of thousands of cases of preeclampsia, a hypertensive pregnancy complication that disproportionately affects Black mothers in the United States.

Using data science innovations, Ascertain is building AI models to help clinicians predict the risk of developing preeclampsia and enable them to intervene earlier than previously possible.

"An important enabler for a solution to this challenge is predictive analytics, applying available knowledge of a patient's history to enable action far earlier with simple, yet life-saving, clinical interventions," said Dr. Burt Rochelson, chief of maternal medicine at Northwell Health, in a statement. "We believe the AI solution Ascertain is currently developing will enable this."

Ascertain aims to launch more companies this year focused on maternal health, chronic disease detection and management and next-generation AI tools, officials say.

THE LARGER TRENDThe Northwell Aegis collaboration was first announced this past October, with the startup builder anteing $100 million in seed-stage funding to "leverage data from Northwells patient population, one of the most diverse in the world, along with Northwells intellectual capital in AI technology."

The health system's achievements in that space are considerable. One recent initiative, for instance, used machine learning to reduce hospital readmissions by almost 24%. We spoke with its medical director for some perspective on how they did it.

ON THE RECORD"Ascertain brings a unique structure, an innovative approach, and a compelling vision to create breakthrough healthcare AI companies that are set up for success," said Michael Dowling, President and CEO of Northwell Health, in a statement. "We are all driven by the idea that everyone deserves access to high-quality, affordable healthcare. Our aim is clear: to find new, cost-efficient ways to create and accelerate companies that deliver real, equitable solutions."

"Aegis and Northwells multidisciplinary teams are pursuing innovation through a systematic approach that will bring validated solutions to patients more quickly and at a lower cost," added Bill Schoenfeld, Aegis Ventures Chairman. "Our skillsets are extraordinarily complementary and enable us to address healthcares most entrenched quality, equity, and cost problems far more powerfully than either organization could alone."

Twitter:@MikeMiliardHITNEmail the writer:mike.miliard@himssmedia.comHealthcare IT News is a HIMSS publication.

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Northwell Health, Aegis Ventures to launch healthcare AI companies, starting with maternal health - Healthcare IT News

Luxury auto maker Audi is driving full-throttle toward Industry 4.0, using AI inference and computer vision on the factory floor with autonomous robot welders that can react in real time and fix issues that may arise when welding the frame of a car. Thats just one example of how the company is moving toward realizing its ultimate vision of creating smart factories with a scalable and flexible platform that will enable data analytics, communications and processing at the edge, powered by 5G.

In the past, welding required a lot of manual intervention and inspection to ensure sufficient quality, says Nick McKeown, senior vice president and general manager of the network and edge group at Intel, which is working with Audi. Now, with cameras reviewing the quality of the weld the need for human intervention has greatly decreased.

Sandra Rivera

"Edge computing is taking the technology resources we've been developing over many years for the computing industry and using them to analyze and process data at the edge", McKeown says. The concept of edge computing is storing data closer to where it is generated and usedlike the factory floor--instead of in the cloud, which means it can be processed in real or near real time.

"If you want, or need to process data in real time, you actually have to bring the compute to the data, to the point of data creation and data consumption", explains Sandra Rivera, executive vice president and general manager of the datacenter and AI group at Intel. Not having to move large amounts of data enhances security, and increases reliability while reducing latency. And because data is kept more private there is an additional layer of data sovereignty available when needed, adds McKeown.

As telecommunication operators continue rolling out 5G infrastructure, "there are opportunities that start to emerge because the data rate, the latency, the control that you have over the 5G network means that we can start to use it for applications that we would not have previously thought suitable for a cellular technology," McKeown says.

In the Audi factory example, controlling a robot arm in real time requires either a cable, a wire, an ethernet cable that connects to it to guarantee connectivity, the data rate that is needed, and the low latency controlor it has to be replaced with a wireless link, he says.

"Now imagine that robot is moving around. You really don't want a wire trailing around on the floor for other robots to trip over. You'd really like it to be a wireless link", McKeown says. "And the problem is, wi-fi hasn't really gotten there just yet in terms of the quality that you would want. What 5G, in particular private 5G, offers is a much more reliable, much lower latency, much more controlled-by-software experience."

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With 5G, AI at the edge promises a compute-everywhere future - MIT Technology Review

By Joyjit Chatterjee and Nina Dethlefs, University of Hull Cottingham

Artificial Intelligence (AI) is much more than just a buzzword nowadays. It powers facial recognition in smartphones and computers, translation between foreign languages, systems which filter spam emails and identify toxic content on social media, and can even detect cancerous tumours. These examples, along with countless other existing and emerging applications of AI, help make people's daily lives easier, especially in the developed world.

As of October 2021, 44 countries were reported to have their own national AI strategic plans, showing their willingness to forge ahead in the global AI race. These include emerging economies like China and India, which are leading the way in building national AI plans within the developing world.

Notably, the lowest-scoring regions in this index include much of the developing world, such as sub-Saharan Africa, the Carribean and Latin America, as well as some central and south Asian countries.

The developed world has an inevitable edge in making rapid progress in the AI revolution. With greater economic capacity, these wealthier countries are naturally best positioned to make large investments in the research and development needed for creating modern AI models.

In contrast, developing countries often have more urgent priorities, such as education, sanitation, healthcare and feeding the population, which override any significant investment in digital transformation. In this climate, AI could widen the digital divide that already exists between developed and developing countries.

The hidden costs of modern AI AI is traditionally defined as "the science and engineering of making intelligent machines". To solve problems and perform tasks, AI models generally look at past information and learn rules for making predictions based on unique patterns in the data.

AI is a broad term, comprising two main areas - machine learning and deep learning. While machine learning tends to be suitable when learning from smaller, well-organised datasets, deep learning algorithms are more suited to complex, real-world problems - for example, predicting respiratory diseases using chest X-ray images.

Many modern AI-driven applications, from the Google translate feature to robot-assisted surgical procedures, leverage deep neural networks. These are a special type of deep learning model loosely based on the architecture of the human brain.

Crucially, neural networks are data hungry, often requiring millions of examples to learn how to perform a new task well. This means they require a complex infrastructure of data storage and modern computing hardware, compared to simpler machine learning models. Such large-scale computing infrastructure is generally unaffordable for developing nations.

Beyond the hefty price tag, another issue that disproportionately affects developing countries is the growing toll this kind of AI takes on the environment. For example, a contemporary neural network costs upwards of US$150,000 to train, and will create around 650kg of carbon emissions during training (comparable to a trans-American flight). Training a more advanced model can lead to roughly five times the total carbon emissions generated by an average car during its entire lifetime.

Developed countries have historically been the leading contributors to rising carbon emissions, but the burden of such emissions unfortunately lands most heavily on developing nations. The global south generally suffers disproportionate environmental crises, such as extreme weather, droughts, floods and pollution, in part because of its limited capacity to invest in climate action.

Developing countries also benefit the least from the advances in AI and all the good it can bring - including building resilience against natural disasters.

Using AI for good While the developed world is making rapid technological progress, the developing world seems to be underrepresented in the AI revolution. And beyond inequitable growth, the developing world is likely bearing the brunt of the environmental consequences that modern AI models, mostly deployed in the developed world, create.

But it's not all bad news. According to a 2020 study, AI can help achieve 79 per cent of the targets within the sustainable development goals. For example, AI could be used to measure and predict the presence of contamination in water supplies, thereby improving water quality monitoring processes. This in turn could increase access to clean water in developing countries.

The benefits of AI in the global south could be vast - from improving sanitation, to helping with education, to providing better medical care. These incremental changes could have significant flow-on effects. For example, improved sanitation and health services in developing countries could help avert outbreaks of disease.

But if we want to achieve the true value of "good AI", equitable participation in the development and use of the technology is essential. This means the developed world needs to provide greater financial and technological support to the developing world in the AI revolution. This support will need to be more than short term, but it will create significant and lasting benefits for all. (This article is syndicated by PTI from The Conversation)

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Developing countries are being left behind in the AI race - and that's a problem for all of us - Economic Times

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IT and Engineering

Argo AI is hiring a Cyber Security Architect to lead the companys cyber security program, including IT infrastructure, operations, software and hardware engineering, fleet operations, administrative functions and business goals.

I AM Robotics is looking for a Principal Engineer, Controls & Planning to define requirements and interfaces for satisfy product and architecture requirements, perform algorithm trades, create system designs, oversee design implementation, and work on roadmap development.

Business and Finance

Citizens has an opening for a Business Banking Relationship Manager to provide solutions to customers, grow client relationships and help customers with annual revenues of $500,000 to $5 million.

Chatham University is hiring an Accountant Accounts Payable to oversee data entry for invoices, check requests and printed checks sent to vendors, and serve as a resource to budget administrators.

Administrative

The Allegheny County Airport Authority seeks an Executive Project Manager to organize the CEOs daily portfolio, conduct research, interface with internal and external stakeholders, manage the life cycle of cross-functional projects, coordinate communications and more.

Human Services

Community Life is hiring a Home Health Aide to assist program participants in their homes with daily living activities.

Nonprofit

Casey Droege Cultural Productions seeks a Project Manager to lead projects, mentor artists and work closely with clients, including nonprofits, corporations, small businesses, architects, developers and interior designers.

Retail

Giant Eagle has an opening for an Assistant Store Leader to oversee safe work practices, food safety, employee training and performance, equipment, and departmental financial information.

Advanced Manufacturing

MSA is looking for for a Production Technician (Portable Instruments) to assemble, test, troubleshoot, rework and repair electronic instruments according to customer specifications.

LivaNova is hiring a Controller Manufacturing and Service Technician to complete manufacturing assembly and service processes for TandemLife controllers, docks and accessories.

Job Fairs

The McKees Rocks Community Development Corporation is hosting an Information Session on vocation education, trades and apprenticeship programs on Monday, April 25 at 4 p.m., where job seekers can meet with workforce organizations. For more information, email Jordan Allen or call 412-219-2189.

PA CareerLink is hosting a Job Fair on Wednesday, April 27, from 2 to 5 p.m., at the Carnegie Library of Homestead. To register, email Davis Roddy or call 412-436-2231.

Sponsored

Director of Development at Sustainable Pittsburgh: Sustainable PGH is a nonprofit committed to building the knowledge, perspective and ability needed to create a better tomorrow for our region. Join our team to further develop and execute our mission-driven, donor-focused, data-driven fundraising plan. Competitive salary and benefits package.Posted April 12, 2022

Sales Consultant at Levin Furniture: Now hiring Sales Consultants in Pittsburgh, PA. Now offering a $1,000 Sign-On Bonus! Earn more: Well guarantee your pay while you learn and build your clientele. On average, Sales Consultants can earn $50,000 to $90,000-plus annually! Generous draw vs. commission structure 6% + bonus income.Posted April 12, 2022

STEAM Instructors at Snapology: Snapology seeks Instructors & Discovery Center Associates to deliver our play-based, super fun STEAM Curriculum. These positions offer flexible hours and a fun work environment teaching kids, facilitating birthday parties and/or facilitating creative play in our Discovery Center.Posted April 12, 2022

Pennsylvania Program Director at Teach Plus: We are looking for a Pennsylvania Program Director to launch and lead the Pennsylvania Equity Leadership Institute, plan and lead monthly convenings of district teams, and provide customized coaching and support to each district team. Full-time, remote. Residence in or near Pittsburgh-preferred.Posted April 11, 2022

Assistant Director, Senior Leadership Projects at University of Pittsburgh: The University of Pittsburgh and Medical and Health Sciences Foundation is looking for a detail-oriented professional to manage the charitable solicitation registration process, support advancement services projects, and enhance the Salesforce/Affinaquest database user experience.Posted April 11, 2022

Inside Sales Manager at Strategic Value Publishing: We are looking for a proven winner who has unstoppable energy and previous experience as an Inside Sales Manager. Must be highly enthusiastic, results oriented, and motivated.Posted April 08, 2022

Marketing Communications Manager at WQED: WQED is looking for a Marketing Communications Manager to create, implement and oversee the strategic communications programs that effectively amplify the reach and impact of WQED Multimedia.Posted April 08, 2022

Director of Extended Day Program at The Ellis School: The Ellis School is seeking a Director of Extended Day Program for the 2022-2023 school year. The Director of Extended Day is responsible for program planning and oversight, staff recruitment, training and supervision, and communications with parents.Posted April 07, 2022

Mechanical Engineer Associate at Optimus Technologies: Optimus seeks a full time Mechanical Engineer Associate to support the in-house design and on-site installation of clean energy applications to diesel technology, working to provide immediate and significant carbon emission reductions to clients across the country.Posted April 07, 2022

Manager of Corporate Development & Event Fundraising at Pittsburgh Opera: This position is responsible for soliciting and raising philanthropic support for Pittsburgh Opera from the business community through both the corporate annual fund and event sponsorships. It also cultivates philanthropic relationships with Pittsburgh Opera patrons, ticket buyers and friends.Posted April 07, 2022

Interim Executive Director at Quantum Theatre: Quantum seeks a strategic and collaborative leader willing to commit to up to 12 months of engagement, who will further the companys mission and growth through strong operational capacity, working alongside the Artistic Director and board of directors. Negotiable salary starting at $90,000.Posted April 05, 2022

FOH positions at Cinderlands Warehouse: Cinderlands Warehouse is a high-volume full-service restaurant selling our Cinderlands brand brews, craft cocktails and wine. We use a contactless ordering system. Competitive wages $8-$10/hour plus tips, part-time or full-time availability; full-time benefits available when eligible.Posted April 05, 2022

Senior Electrical Engineer at Daedalus: Daedalus seeks a Senior Electrical Engineer to join a team of experienced product development professionals. Ideal candidates will have extensive experience in hardware development and design and excellent hands-on electro-mechanical aptitude.Posted April 04, 2022

Principal Systems Engineer at Daedalus: Daedalus seeks a principal systems engineer with extensive experience in hardware and/or software development and design. This is a challenging leadership role that requires solving complex product development problems, managing projects and budgets, and mentoring junior staff.Posted April 04, 2022

Embedded Systems Engineer at Daedalus: Daedalus seeks an embedded systems engineer to join an experienced team of product development professionals. Strong candidates will have extensive experience in software development for microcontrollers in C/C++ and be able to work independently as well as part of a team.Posted April 04, 2022

Software Engineer at Daedalus: Daedalus seeks a Software Engineer with experience in embedded software development, knowledge of app development for both iOS and Android, and familiarity with PC, Linux and web development to join a team of experienced product development professionals.Posted April 04, 2022

Digital and Online Content Manager at Pittsburgh Downtown Partnership: The Digital and Online Content Manager directs and creates content for all social media platforms, PDP websites, e-newsletters and other communication and marketing channels working under the direction of the Vice President of Marketing & Communications.Posted April 01, 2022

Mentorship Outreach Coordinator at Civic Champs: We are seeking a Mentorship Outreach Coordinator to lead the business development of our mentorship platform. Tasks include conducting hands-on market research to understand the needs of potential users and connecting with nonprofits and corporations to encourage use of the platform.Posted March 30, 2022

Digital Communications Specialist at Bike Share Pittsburgh: The Digital Communications Specialist will work to increase the visibility and adoption of the POGOH bike share system and promote active transit throughout Pittsburgh by producing timely and strategic content for POGOHs social media and digital platforms.Posted March 30, 2022

Assistant Director Advancement Communications at Duquesne University: The Assistant Director is responsible for planning and executing a wide range of communication projects for advancement departments, including managing all aspects of alumni email communications: content compilation, writing and editing, design, scheduling, audience targeting, and reporting.Posted March 29, 2022

Director of Pittsburgh at kate@ventureforamerica.org: The Director of Pittsburgh is the face of Venture For America in the city. You will support Fellows in their professional journeys, foster relationships with company partners, and build donor relationships to mobilize the next generation of entrepreneurs.Posted March 29, 2022

Paralegal Allegheny County at Voce: Voce is seeking a full-time LSI Paralegal. General knowledge/work experience in legal or in child welfare and an associate degree, bachelor's degree or paralegal certificate is preferred. A minimum of 5 years of related experience will be considered in lieu of degree and/or certification.Posted March 25, 2022

Part-time Human Resource Specialist at Strada Architecture LLC: Strada, a multi-disciplinary architecture and design studio, seeks a Part-time Human Resource Specialist to work in our Downtown office. We offer a work environment that's both challenging and fun! Learn more about Strada and this position here.Posted March 24, 2022

Administrative and Accounting Specialist at Strada Architecture LLC: Our Downtown architecture and design firm seeks an Administrative and Accounting Specialist. We offer a collaborative work environment thats both challenging and fun! Learn more about Strada and this position here.Posted March 24, 2022

Receptionist at Pittsburgh CLO: The Pittsburgh CLO, hailed as one of the nations premier regional theaters, is seeking a detail-oriented, reliable individual to serve as a Receptionist for its Academy of Musical Theater. Apply here.Posted March 23, 2022

Technical Product Manager at Clearview Federal Credit Union: Our Information Technology Department is growing! The TPM's primary responsibility is to collaborate with product business partners to identify technology solutions to build products that deliver outstanding user experiences for our staff.Posted March 22, 2022

Recycling Operation Coordinator at Pennsylvania Resources Council: This position will facilitate PRCs new e-waste recycling program. The position will work with the Deputy Director to develop and roll out the program. Position will require routine Saturday work from March through October.Posted March 21, 2022

Social Media Coordinator at Shift Collaborative: Shift seeks a new team member who is well-versed in principles of social media marketing for both organic and paid tactics. Were excited by creativity and guided by research, but most of all we are drawn by curiosity to find new and smart solutions to communications problems. Join us!Posted March 21, 2022

PPC Specialist at Shift Collaborative: Shift is looking for a PPC Specialist to join our team to manage paid digital campaigns and search engine optimization strategies across a diverse mix of clients. We seek someone who gets a real kick out of data analysis and relishes the opportunity to apply their skills to improve campaigns.Posted March 21, 2022

Monthly Programs Coordinator and Teacher at Assemble: The Monthly Programs Coordinator and Teacher is responsible for planning, coordinating and executing Assembles programs such as Unblurred, Youth Maker Nights, Learning Parties, and 21+ Nights. This job does require regular Friday and Saturday availability.Posted March 18, 2022

Off-site Programs Coordinator and Teacher at Assemble: A full-time position, the Off-site Programs Coordinator is responsible for supporting the Off-site Program Manager in planning, coordinating and executing off-site or contracted programs for Assemble. These programs run throughout the school year with others during the summer.Posted March 18, 2022

Staff Account at Oxford Development Company: If you are an analytical individual capable of financial reporting, with G/L account reconciliation and analysis experience, plus journal entry preparation and annual audit preparation, then apply and be a part of our team. Located in the Strip District of Pittsburgh -- be part of our team.Posted March 18, 2022

Group Sales Coordinator at Pittsburgh CLO: The Pittsburgh CLO seeks a Group Sales Coordinator to lead the efforts for promoting ticket sales to various groups, including students, community groups, travel groups and corporate accounts.Posted March 18, 2022

Afterschool Coordinator and Teacher at Assemble: The Afterschool Coordinator is responsible for planning, coordinating, and executing Assemble Afterschool programs. This person will collaborate with Assemble teachers to deliver programming and lessons. They are the backbone of success for all Assemble afterschool both in-person and virtually.Posted March 17, 2022

Caregiver Services Outreach Specialist at JFCS Pittsburgh: Assigned to match elderly and disabled clients with appropriate caregivers and is responsible for the promotion of quality of services, being part of the team that provides direct support of caregivers and clients, and converting potential clients and supporting them as they become satisfied customers.Posted March 17, 2022

VP of Finance and Administration at East End Cooperative Ministry: EECM is looking for a VP of Finance and Administration to direct and oversee all of the fiscal activities of the agency.Posted March 17, 2022

Senior Architect at evolve environment :: architecture: We are seeking a senior architect to join our multidisciplinary team to manage architectural design projects, and to collaborate on urban design and community planning projects are socially equitable, resilient and environmentally sustainable.Posted March 16, 2022

Project Manager, Commercialization at University of Pittsburgh: The Project Manager will work as a guide for investigators as they move their health science research to the marketplace, educating them on the commercial translation process as a means to implement and disseminate their work.Posted March 16, 2022

Executive Director at National Council of Jewish Women, Pittsburgh Section: The Executive Director provides leadership, administration, management and supervision of NCJW programs and staff to achieve the organizations mission within its four units of operation: direct service and advocacy programming, Childrens Rooms at the Courthouse, Thriftique Retail Store and MomsWork.Posted March 16, 2022

Resource Conservationist at Allegheny County Conservation District: Allegheny County Conservation District is hiring a full-time Resource Conservationist to review permits and perform inspections related to Chapter 102 and 105 to protect and improve Allegheny County's natural resources.Posted March 15, 2022

Senior Director, Development at Carnegie Museums of Pittsburgh: With development team, develops programs and strategies, manages resources focused on fundraising for Carnegie Museum of Art. Bachelor's degree or equivalent experience/education required. View full posting and apply through website.Posted March 14, 2022

Digital Marketing Specialist Integrated Innovation Institute (iii) at Carnegie Mellon University: The Integrated Innovation Institute (iii) within Carnegie Mellon University is searching for a motivated, organized and analytics-obsessed Digital Marketing Specialist to manage and grow our digital advertising channels in Pittsburgh, PA.Posted March 10, 2022

Project Coordinator at Grounded Strategies: Grounded Strategies is hiring a Project Coordinator to support specific program initiatives and projects related to vacant lot reclamation and environmental stewardship.Posted March 09, 2022

Accountant at Pittsburgh CLO: Pittsburgh CLO seeks a detail-oriented, reliable individual to serve as an Accountant and function as an integral member of the Finance Department. Responsibilities include a wide range of accounting duties, such as processing payroll, journal entries, accounts payable and accounts receivable.Posted March 09, 2022

Drivers at The Junkluggers of Pittsburgh: The Junkluggers of Pittsburgh serves the greater Pittsburgh area in junk removal with an eco-friendly twist. We partner with donation centers and nonprofits to divert items from the landfill. We are hiring drivers starting at $16-$18/hour. Together we can save the world ... one lug at a time!Posted March 08, 2022

Controller at Community Living and Support Services (CLASS): Community Living and Support Services (CLASS) is a leader in providing high quality, person-centered care and support to people with disabilities and seniors throughout Allegheny County and is looking to hire a Controller within it's Finance Department.Posted March 07, 2022

Manager of Institutional Giving at Riverlife: Riverlife seeks a Manager of Institutional Giving to oversee a diverse portfolio of corporate, foundation and public funders, and manage all grant proposals and reports for operations and special projects.Posted March 06, 2022

Foundation Coordinator at WQED: WQED is looking for a Foundation Coordinator to support our foundation fundraising needs.Posted March 03, 2022

Sr. Electrical Engineer at Near Earth Autonomy: Near Earth is looking for a Sr. Electrical Engineer with a focus on developing electronics and embedded systems to join our hardware development group. The ideal candidate has experience in and a passion for productizing advanced technologies for aerospace applications.Posted March 01, 2022

Executive Director at Communitopia: Communitopia is hiring an Executive Director responsible for the overall management of the organization, including setting strategy, creating and maintaining a sustainable revenue structure, leading the staff, and meeting programmatic goals that further climate change education in the region.Posted March 01, 2022

Communications Manager at University of Pittsburgh: Pitts Center for Governance and Markets is seeking a motivated communications manager to design, lead and execute their ambitious and mission-critical marketing and communications efforts. Tasked with developing and executing a strategy for broadly promoting the work of the Center.Posted March 01, 2022

Special Education Teacher Zelienople ($5,000 new hire incentive bonus!) at Glade Run Lutheran Services: St. Stephen's Lutheran Academy is an educational option for students in grades K through 12 who require specialized educational programs due to behavioral health, academic and developmental concerns. Our innovative programs are designed to help students succeed academically and behaviorally.Posted February 25, 2022

School Based Therapist Seneca Valley and North Allegheny School Districts (up to a $5,000 new hire incentive bonus!) at Glade Run Lutheran Services: Job responsibilities include: completing client intakes; developing measurable treatment goals in collaboration with clients and families; completing treatment reviews in accordance with outpatient regulations; and providing individual, group and family therapy as is clinically indicated.Posted February 25, 2022

Assistant Director, Online Programs Tepper School of Business at Carnegie Mellon University: Carnegie Mellon University seeks an Assistant Director of Online Masters Programs in the Tepper School of Business to facilitate in-program planning and events execution for two premier online masters programs. Successful candidates will bring a strong project or events management background.Posted February 25, 2022

Family Based Mental Health Professionals and Case Managers at Glade Run Lutheran Services: Family Based Mental Health Services provides intensive family focused therapy, delivered primarily in the home, to families who have a child with a diagnosed mental health condition and are at risk for out-of-home placement. Positions are available in Allegheny, Beaver, Buter and Lawrence counties.Posted February 25, 2022

Communications Manager at University of Pittsburgh: Communications Manager, University of Pittsburgh, Office of Senior Vice Chancellor for Research: The Communications Manager enjoys collaborating while managing website, newsletter and social media; producing newsletter and annual report; and joining in strategic communications planning and execution.Posted February 24, 2022

Operations Associate at Industrious: Industrious is the largest premium workplace-as-a-service provider and home to the highest-rated workplaces in the industry. We are hiring for an Operations Associate in our Liberty Center location. This role helps the office run smoothly, and ensures a great experience for members.Posted February 23, 2022

Director of Strategic Relations at Carnegie Mellon University: The Information Networking Institute at Carnegie Mellon University is searching for a Director of Strategic Relations. You will develop and evaluate strategies and programs to identify, nurture, solicit, and steward external prospects, lead ongoing relationships and connect with key partners.Posted February 22, 2022

Marketing & Business Development Specialist at Decision Resources, Inc.: DRI is seeking a Marketing & Business Development Specialist to plan and execute lead generation campaigns, qualify leads and execute nurture campaigns for ERP software. Activities include creating email campaigns, SEO, social media, webinars, networking and more.Posted February 22, 2022

Manager of Individual Giving at Pittsburgh Opera: The Manager of Individual Giving is a gift officer who is involved in all individual giving fundraising initiatives. The position will focus on maintaining and building a portfolio of donors, qualifying and soliciting major gift prospects and donors, cultivating current donors, and more.Posted February 20, 2022

Data and Research Associate at Pittsburgh Opera: The Data and Research Associate is an integral member of Pittsburgh Operas development team. The position focuses on Individual Giving data hygiene, prompt donor service regarding gift questions and acknowledgements, and the expansion of Pittsburgh Operas prospect pool.Posted February 20, 2022

Vice President of People Strategy at The Children's Institute: The VP of People Strategy will own our end-to-end strategic workforce planning, team member experience, workplace culture, team member value proposition, and DEI. Email Wendy Pardee, President & CEO at Wendy.Pardee@amazingkids.org. Subject line: VP of People Strategy.Posted February 18, 2022

Part-time & seasonal jobs at Sewickley Valley YMCA: The Sewickley Valley YMCA is currently hiring for part-time and seasonal jobs. Jobs include: Early Childhood Teachers, School Age Teachers, Summer Day Camp Counselors, Babysitters to work in Kids Zone, Birthday Party Leaders, Housekeeping, Membership Representatives, Wellness Coaches and Lifeguards.Posted February 17, 2022

Event Operations Coordinator at Senator John Heinz History Center: The Event Operations Coordinator provides support to the Events Department and other History Center staff in all areas related to the execution and delivery of facility event rentals and internal events/meetings that require space or equipment to be set.Posted February 11, 2022

HRIS Architect (Workday) Office of Human Resources at Carnegie Mellon University: Carnegie Mellon University is seeking a HRIS Architect, with Workday HCM experience, to join their team. In this role you will be responsible for the ongoing support and development of systems, processes, features and functionality with respect to all enterprise HR technologies.Posted February 10, 2022

Promoter-Ambassador at Naked Local Bulk: Hello! Naked Local Bulk, an ALMOST zero waste and sustainable (NOT your typical) loose bulk food market, developed for the Pittsburgh, PA region, is seeking a Promoter-Ambassador to collaborate with exposure and fund seeking. This is a part-time, contract opportunity at a rate of $20 per hour.Posted February 10, 2022

Vice President of Development at YWCA Greater Pittsburgh: The Vice President of Development develops strategies for, leads and supervises all fund development, sponsorship and events, as well as internal and external communications.Posted February 10, 2022

Sales Trainee at Graybar Electric: As a Sales Trainee, you will learn the electrical distribution business and Graybars sales process through a mix of formal training sessions and hands-on learning. Don't miss your chance to start your career with a Fortune 500, employee-owned company! Excellent benefits and paid time off!Posted February 10, 2022

Event Assistant / Event Coordinator at Olive & Rose Events: Looking to fill the roles of both Event Assistant and Event Coordinator. Both positions are on an "as needed basis." No event experience required for Event Assistant. Coordinator role requires 3 years of event experience. Weekend availability is a must. Please email for more information.Posted February 07, 2022

Director of Media Education at Pittsburgh Community Television: Under the supervision of the Executive Director, the Director of Media Education is responsible for leading and implementing all of PCTVs media education efforts, including PCTVs fellowship program, studio technician training program, training for adults and PCTVs youth media program.Posted February 04, 2022

Director of Finance & Operations at Contemporary Craft & Kelly Strayhorn Theater: The Director of Finance & Operations is a shared role between Contemporary Craft & Kelly Strayhorn Theater that actively supports each organizations overall operations, overseeing financial administration, human resources, business planning, budgeting and staff training.Posted February 02, 2022

Fish Cutter at Samuels and Sons Seafood- Pittsburgh: We are willing to train! Cleaning, cutting, slicing and filleting fish and stocking seafood supplies. Catering to the requirements of the chefs in restaurants. Must be able to work in a refrigerated environment (about 35 degrees F).Posted February 02, 2022

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Who's hiring in Pittsburgh? Argo AI, Citizens, Chatham University and more 4/18/22 - NEXTpittsburgh

The best way to gain a grip on AI tools and techniques is by using AI and data science cheat sheets

There are various tools and techniques in AI and data science that you need to bear in mind. But its quite challenging for everyone to recall all the functions, formulas, and operations of each of the concepts. But the best way to gain a grip on them is by using AI and data science cheat sheets. AI and Data science cheat sheets are amazing resources for learning and practicing shortcut information about a certain topic. If you are looking for such information, then here are the top AI and data science cheat sheets for you.

Keras is an easy-to-use and powerful library for Theano and TensorFlow that provides a high-level neural networks API to develop and evaluate deep learning models. In no time, this Keras cheat sheet will make you familiar with how you can load datasets from the library itself, preprocess the data, build up a model architecture, and compile, train, and evaluate it.

Given the fact that its one of the fundamental packages for scientific computing, NumPy is one of the packages that you must be able to use and know if you want to do AI with Python. It offers a great alternative to Python lists, as NumPy arrays are more compact, allow faster access to reading and writing items, and are more convenient and more efficient overall.

Pandas library is one of the most preferred tools for data manipulation and analysis, and youll have explored the fast, flexible, and expressive Pandas data structures, maybe with the help of DataCamps Pandas Basics cheat sheet.

Use-Case Based Cheat Sheet by Yogita Kinha, currently Associate Managing Consultant at Mastercard. This one can be considered good because it does a good job aligning the algorithm with the use case. For instance, a regression can be used to predict product demand or sales figures, anomaly detection for fraud, and clustering for customer segmentation.

This machine learning cheat sheet will help you find the right estimator for the job which is the most difficult part. Scikit-learn (formerly scikits. learn) is a free software machine learning library for the Python programming language. It features various classification, regression and clustering algorithms including support vector machines, random forests, gradient boosting, k-means, and DBSCAN.

If you ever observe the specific AI tutorials, you find that the code implementation is done using Jupyter Notebooks. Jupyter Notebooks are great for building various computer science applications and sharing your code with others. It can contain code, text, and visualization all in the same place.

NLP is the most popular branch of AI in the market. It deals with enabling the computer to understand and comprehend natural language. NLP is a technology that enables many of todays advanced technologies like automatic translators and virtual assistants.

Data visualization is a key concept and it is not just used in finding results from the beginning of the project to explore the data and know-how to analyze it but also to find patterns or trends within it. It is one of the best AI and data science cheat sheets to use for 2022.

While talking about visualization, you can design and create your visualization in Python using Matplotlib. And then from Matplotlib to data visualization Pandas are applied for data analysis. It is a potent and sufficient library that allows you to create various types of visualizations with ease.

Data science is a field that makes the collecting and analysis of data to predict future data and events. It helps businesses find trends, patterns, and others. It also helps people to better understand behavior and language. This is one of the best data science cheat sheets that cover the basics of statistics in a short manner. It covers all the information one needs to make decisions and predictions concerning the projects.

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Top 10 AI and Data Science Cheat Sheets that Aspirants Should Refer To - Analytics Insight

The United States and its allies may have built the Maginot Line of the information age. But just as the German armored units broke through the Ardennes Forest in ways the French did not expect, so the Chinese Peoples Liberation Army may break through the United States information-age arsenal, no matter how cutting-edge, if the technology remains tied to the operational concepts of a previous era. China is developing a new concept of warfare, which they call intelligentized warfare (). First mentioned by the government in 2019, it is an innovative military concept with a focus on human cognition, which Beijing intends to use to bring Taiwan under its control without waging conventional warfare. However, only a few of the many studies on intelligentized warfare have focused on this aspect of human cognition.

Chinese thinkers have clearly stated that the core operational concept of intelligentized warfare is to directly control the enemys will. The idea is to use AI to directly control the will of the highest decision-makers, including the president, members of Congress, and combatant commanders, as well as citizens. Intelligence dominance or control of the brain will become new areas of the struggle for control in intelligentized warfare, putting AI to a very different use than most American and allied discussions have envisioned.

This article analyzes the essence of Chinas intelligentized warfare, its possibilities, and limitations, and suggests measures that the United States and its allies should take.

Why China Needs a New Operational Concept

There is a lot of debate about the likelihood and timeline for Chinas strongly desired annexation of Taiwan. Considering Chinas recent military activities around Taiwan, the shortest potential time frame for war to begin is the next two years. Also, given concerns about the sustainability of Chinas economic growth model, there are arguments that war is most likely to occur in the late 2020s as Xi Jinping seeks to build a legacy before the economy falls into long-term stagnation. However, assuming Chinas economic growth continues, another analysis suggests that a war in the 2030s is more likely.

On the other hand, there are debates about the feasibility of occupying Taiwan through conventional warfare. Many studies point out that invading Taiwan through conventional operations would be difficult under present conditions. The tidal currents and shallow seabed in the Taiwan Strait make it difficult for submarines to operate, and landing craft are vulnerable to anti-ship missiles. Chinas existing landing forces are limited, and considering the area of Taiwan, it would not be easy to completely occupy the island using conventional operations alone. In addition, the Chinese military has never fought using modern warfare, and China itself has pointed out in many documents that there are major structural problems with its capabilities.

The initiation of war depends on the decisions of political leaders, and the existence of these problems does not guarantee that a conventional war will not occur. Many possibilities exist that could trigger a war, such as a Taiwanese move toward independence or a Chinese miscalculation regarding the strategic ambiguity of U.S. support for Taiwan. Historically, uncertainty about the intentions of other countries has often been a cause of war.

However, a conventional war would come at a high cost to China. Many studies have pointed out that missile surprise attacks against U.S. military assets, cyber-attacks, and attacks against satellites are likely to take place in the early stages of the war to prevent U.S. support for Taiwan. However, such attacks could arouse public opinion in the United States and lead to full-scale U.S. intervention, which could lead to a long, messy war between the United States and China.

Considering these problems, direct attacks on human cognition are highly logical for China. To solve the problems with their political goal of resolving the Taiwan issue, the Chinese government needs a new operational concept, distinct from an extension of conventional warfare. In an invasion of Taiwan based on intelligentized warfare, the theory is that unmanned weapons would affect the human cognition of Taiwan, the United States, and its allies, resulting in victory without using conventional weapons. The development of such an option would have great appeal to Chinese policymakers.

Intelligentized Warfare as the Solution

In July 2019, the Peoples Liberation Army of China, in its first defense white paper in four years, wrote that war is evolving in form towards informationized warfare, and intelligentized warfare is on the horizon, indicating their recognition that a new form of warfare had emerged. Although the Chinese government has not provided its official definition, several Chinese researchers explain this concept as, integrated warfare waged in land, sea, air, space, electromagnetic, cyber, and cognitive arenas using intelligent weaponry and equipment and their associated operation methods, underpinned by the IoT [internet of things] information system.

Chinese researchers have consistently referred to the cognitive domain () when explaining intelligentized warfare, and this has become a distinctive feature of it. However, only a few analyses in the United States of the intelligentized warfare concept mention the cognitive arena. The Department of Defenses 2021 report to Congress on Chinese military capabilities, which provides the most detailed analysis of intelligentized warfare, focuses on the technology used, defining it as the expanded use of AI and other advanced technologies at every level of warfare, but there is no mention of the cognitive domain. This concept describes human cognition in warfare in parallel with the land, sea, air, space, and cyber arenas, a concept not defined by the United States or its allies.

From the perspective of using AI in warfare, intelligentized warfare is not a new concept. On the contrary, the United States is far ahead of China. The Third Offset Strategy announced in November 2014, long before intelligentized warfare was announced, emphasized leveraging AI and automation. Moreover, U.S. analysts have conducted many excellent recent studies, such as a study on information and command in a techno-cognitive confrontation in addition to decision-centric operations that exploit AI and autonomous systems. Chinas intelligentized warfare overlaps with these concepts in many respects.

The characteristics of intelligentized warfare described by Chinese researchers are the improvement of information-processing capabilities, rapid decision-making using AI, the use of swarms, and the fact that the cognitive domain will become the next most important battlefield after the physical and information space. In the United States, many studies discuss AI in relation to conventional concepts of warfare. However, in Chinas intelligentized warfare, the military will use AI for an entirely new purpose: direct influence on the enemys cognition.

What might this look like in practice? Consider a hypothetical example from a Chinese strategist. An ultra-small intelligent unmanned system, perhaps simulating a small animal, can enter the rooms of the highest decision-makers (president, members of Congress, combatant commanders) without being detected. It would be activated to threaten the target or their family at the right moment, using lethal or non-lethal means, drugs, or some yet-to-be-determined form of mind control. It can also project text, voice, and images to convey its demands, thereby subduing the enemys will and controlling it. If a country threatens or kills decision-makers in this way, citizens may raise a backlash against the enemy country. For this reason, intelligentized warfare will also manipulate public opinion. Fake news and disinformation could discredit the target countrys government, with unmanned systems operating in cyberspace potentially used for this purpose. This manipulation conditions citizens to accept the policy changes caused by decision-makers succumbing to this technique.

These specific methods are described in a book published by Chinese strategist Pang Hong Liang and do not represent an official Chinese operational plan. However, his work is worth paying attention to because he is a pioneer of intelligentized warfare, and he proposed the concept as early as 2004, with an eye to the possibilities of AI in the future. In the 2000s, only a few theorists were discussingintelligentizedwarfare, but the Chinese government finally adopted the concept officially in 2019. Chinese military officers are active in publishing military theories, and often their personalwritingsare mistakenforthe official views of the Chinese government. For example, two Chinese Air Force colonels who did not specialize in strategic analysis personally publishedUnrestricted Warfarein 1999, which was never adopted as Chinas official strategy, but was translated into English withthesubtitleChinas Master Plan to Destroy America, and was erroneously understood by media and policymakers. But this is not a case of mistaking a personal theory for official strategy: the fact that Xi Jinping has officially adopted the theory that Pang HongLiang has been studying for nearly two decades is remarkable.

In addition, it is not only Pang Hong Liang who described these concepts. According to the writings of many Chinese theorists, China plans to avoid escalation through physical attacks, instead attacking the cognition of the people and elites of the United States and its allies, and their intelligence and command systems preemptively, if possible. As mentioned above, if there are major problems with conquering Taiwan through conventional warfare, these methods of intelligentized warfare would be attractive to Chinese policymakers.

Feasibility of A Surprise Attack

Military organizations that operate new technologies using the previous eras operational thought have usually been defeated. Germanys quick defeat of France at the beginning of World War II is one such example. The reason for this was Germanys innovative military concept of blitzkrieg, one of the core technologies of which was the tank. The French had many tanks with better performance than the Germans. French military thought had not changed since World War I, however, and they treated tanks as support weapons for infantry. They could not cope with the blitzkrieg assault from the Ardennes Forest by German armored divisions composed of tanks.

The core technology in Chinas intelligentized warfare is AI. China aims to use AI to develop an unprecedented and innovative operational concept like Germanys blitzkrieg. Chinese strategists believe that even recent warfare strategies using cutting-edge information technologies will become obsolete if this is realized. As happened with France in World War II, even if a country uses new technologies such as tanks or AI, they will not achieve victory in the war if they continue to use the operational concept of the previous era.

In the age of information technology, information networks stretching from the ocean floor to outer space have been at the core of advanced military technology. Information networks have made it possible to shoot precisely and achieve excellent effects with less ammunition. Also, the coordination between sensors and firepower has become much better, making it possible to detect targets and unleash firepower immediately. The symbolic theory of this was Network Centric Warfare, proposed by Arthur K. Cebrowski in 1998. He insisted that rapid decision-making is possible in a networked organization, and overwhelming victory could be expected due to the superiority of decision-making speed.

The United States has built up a powerful military force in the information age and has demonstrated tremendous results. China is devising an asymmetric combat strategy to counter this powerful military force. In addition to missile attacks, cyber-attacks and attacks on satellites can disrupt U.S. information networks, thereby giving China an advantage in the information space. Such asymmetric operations interfere with the accuracy and speed of firepower achieved by information technology.

Chinese theorists, however, are looking further ahead. They believe that the development of information technology has reached its limits, and that future wars will occur in the cognitive domain. The Ardennes Forest of future wars that the Chinese Peoples Liberation Army intends to exploit is a pathway of direct attack against human cognition, using AI and unmanned weapons. The French builders of the Maginot Line could not imagine the assault of German armored forces from the Ardennes Forest. Likewise, to those of us who have been accustomed to almost three decades of information-age warfare since the Gulf War, intelligentized or cognitive warfare seems a strange and unrealistic way of thinking.

Influencing human cognition requires a large amount of detailed personal information to identify influential individuals or to conduct influential operations according to the characteristics of subgroups of people. China has already collected a massive amount of personal information on government officials and ordinary U.S. citizens, ensuring a foundation for influencing peoples cognition. This includes the confidential data of 21.5 million people from the U.S. Office of Personnel Management, the personal information of 383 million people from a major hotel, and sensitive data on more than 100,000 U.S. Navy personnel. The Chinese government has then allowed Chinese IT giants to process this large amount of data, making it useful for intelligence activities. In this way, China has accumulated an enormous amount of data over the years which could be weaponized in the future. China has even succeeded in identifying CIA agents operating in foreign countries using such data. These activities are particularly aggressive and coercive in Taiwan and Hong Kong, which the Chinese government considers its territory. Attempts to use digital means to influence elections have also been seen inTaiwansrecent presidential election.

The idea of a direct attack on human cognition, however, is not new. A representative example is Giulio Douhets aerial warfare in the 1920s. He argued that strategic bombing of enemy capitals would become possible with the advent of airplanes. As a result, citizens, seized with fear, would be expected to demand that their governments end the war, bringing it to an immediate conclusion. However, in World War II, no country surrendered because of strategic bombing, and the new technology of aircraft did not directly affect the will of belligerent countries. The idea of directly influencing human cognition through the latest technology of AI may fail in the same way. The advent of new technology often results in overconfidence in its potential, and the idea that it would solve previously unsolvable military problems has arisen time and again throughout history.

There is an abundance of debate about the use of AI in future warfare, and the consensus that AI will change the characteristics of warfare is growing. There are various analyses of Chinas use of AI, but some suggest that Chinese theorists have overlooked the inherent vulnerabilities of AI and autonomous systems, and have placed too much emphasis on their capabilities. As mentioned above, these theories were adopted out of political necessity to achieve the political goal of annexing Taiwan and may overestimate its feasibility. However, leaving it unnoticed as an object of analysis may lead to a future surprise attack in the Ardennes Forest.

The task now is to ascertain whether the AI in intelligentized warfare is the tank in blitzkrieg or the strategic bomber in aerial warfare.

Measures the United States and Its Allies Should Take

The United States and its allies should analyze intelligentized warfare more to avoid surprise attacks in future wars. They should also designate the cognitive arena as a new operational arena, along with land, air, sea, space, and cyberspace, to raise awareness and invest resources. Furthermore, it is necessary to consider how to win the battle of narratives to counter the manipulation of public opinion in wartime.

Future warfare comes from innovative theory and cannot be derived from existing weapons. In the 1920s, when Germany developed the concept of blitzkrieg warfare, the country did not have any tanks, as the Treaty of Versailles banned them. Even in 1939, when Germany led the blitzkrieg, less than 10 percent of the German troops were armored forces. Most of Chinas colossal military still has outdated equipment, and only a tiny percentage of its troops have modern intelligence equipment. The vision of future warfare lies not in existing equipment, but in military thought. The United States and its allies have to evaluate hypotheses about the future, rigorously and effectively.

Regardless of whether Chinas intelligentized warfare succeeds or not, it is important to pay attention to the cognitive domain in warfare and consider the means to win in it. The idea of directly influencing human cognition is not new, but with the development of AI, it may be more feasible. Intelligentized warfare uses AI to intimidate the enemys decision-makers and manipulate public opinion. Dealing with the direct manipulation of public opinion requires a complex operation. There are many studies about the manipulation of public opinion by China and Russia in peacetime, but there have been few analyses on wartime efforts. In warfare, both sides will use their own narratives. For example, in the case of the Taiwan-China conflict, the Chinese narrative will be something like, These are Chinas domestic problems that other countries should not be involved in. In contrast, the narrative of the United States and its allies will likely be about the defense of democratic society. Many sub-narratives will support these narratives. There will be a battle of the narratives to determine which narratives will penetrate and gain support in the international community.

Chinas intelligentized warfare is a far cry from the information age wars that have been waged in the past and is not simply the use of AI or unmanned weapons systems in warfare. Its feasibility is unknown and may have been overestimated, out of political necessity. But with its goals of influencing human cognition directly and controlling the enemys will, it is a revolutionary idea.

Col. Koichiro Takagi is a senior fellow of Training Evaluation Research and Development Command, Japan Ground Self-Defense Force. All views in the article are his own. He is a military theorist in Japan who has published many peer-reviewed articles on future wars. He is a former deputy chief, Defense Operation Section, 1st Operations Division, J-3, Joint Staff Japan, and has designed joint operation plans and orders in the severe security environment in East Asia.

Image: geralt, pixabay license

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New Tech, New Concepts: China's Plans for AI and Cognitive Warfare - War on the Rocks

So youre into the latest gadgets, and youve updated your home with things like smart locks, coffee makers, and more. Well, that just scratches the surface of what futuristic tech has to offer, and these gadgets coming soon in 2022 prove it.

Related: Latest tech gadgets to buy in 2022: Dyson Zone, eero Pro 6E & more

From things like autonomous delivery vehicles to wearable 3D computer mice, todays list has a ton of gadgets youve probably never heard of. And we sure hope to see them this year!

Using robotics, AI, and electric vehicle technology, the Udelv Transporter autonomous delivery vehicle aims to revolutionize package delivery, going driverless. This smart autonomous vehicle can travel highways and haul up to 2,000 lbs. The Deliver-as-a-Service platform even offers end-to-end trip planning.

This gadgets price is TBA. Reserve yours on the official website.

Show your clients 3D models of homes, designs, and more without needing to render with the Acer ConceptD 7 SpatialLabs Edition laptop. It uses AI tech to automatically convert 2D images into stereo 3D.

This gadget is coming soon and is priced at $3,499.99. Learn more about it on the official website.

Give presentations without looking down at notes, or see directions while keeping your eyes on the road with the Mojo Vision Lens AR contact lens. It looks like a typical contact lens but using microelectronics, it shows you useful information about your environment, making it one of our favorite gadgets coming soon in 2022.

This gadget is coming soon, and its price is TBA. Learn more about it on the official website.

Wouldnt it be nice if you could control more gadgets with your voice or just a gesture? The Next Industries Tactigon SKIN wearable 3D mouse lets you do just that. It attaches to your hand, recognizing 48 different gestures. Then, its voice command lets you open and close programs, zoom, and much more.

This gadget is coming soon, and its price is TBA.

Eliminate dead zones in your home or office with the TP-Link Archer AXE200 Omni Wi-Fi 6E router. Yes, those antennas actually rotate, while the tri-band Wi-Fi with a new 6 GHz band delivers over 10 Gbps, making it one of the best gadgets coming soon in 2022.

This gadget is coming soon, and its price is TBA.

Connect with smart home devices in every corner of your home with the Samsung Home Hub smart home dashboard. It works with gadgets in the Cooking, Pet, Energy, Air, Clothing Care, and Home Care Wizard categories.

This gadget is coming soon, and its price is TBA.

Interact with guests and let them in from anywhere with the eufy Security Video Smart Lock. With this futuristic smart lock, you can watch visitors in 2K clarity, get alerts when your kids leave, unlock the door quickly, and so much more.

Preorder this gadget for $269 on Kickstarter.

Designed for creators, the Snap Spectacles 4th Generation lightweight AR glasses feature dual 3D waveguide displays that you can program and interact with, making them some of the most innovative coming soon gadgets in 2022.

This gadgets price is TBA. Learn how to reserve a pair on the official website.

Elevate your VIVE Focus 3 VR Headset experience by pairing it with the HTC VIVE Wrist Tracker. Its smaller and lighter than the controller. Plus, its intuitive to use and tracks from your fingertips to your elbow.

This gadget is coming soon and is priced at $129. Learn more about it on the official website.

Rumor has it that the PlayStation VR2 headset will launch later this year. For now, Sony says it boasts a comfortable design, breathtaking visual fidelity in 4K HDR, headset feedback, and a more intuitive controller. Whatever the final specs, this gadget is sure to immerse you in other worlds.

This gadgets price is TBA. Read more about it on the official blog.

If youre like us, were sure youre looking forward to these gadgets coming soon in 2022. Do you know of any upcoming tech we should add to future lists? Let us know in the comments.

Want more news, reviews, and guides from Gadget Flow? Follow us on Apple News, Google News, Feedly, and Flipboard. If you use Flipboard, you should definitely check out our Curated Stories. We publish 3 new stories every day, so make sure to follow us to stay updated!

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Lauren has been writing and editing since 2008. She loves working with text and helping writers find their voice. When she's not typing away at her computer, she cooks and travels with her husband and two daughters.

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Gadgets coming soon in 2022from AI to VR, these futuristic tech gadgets deserve a space in your life - Gadget Flow