Thinking about the future of robots and autonomy is exciting; driverless cars, lights-out factories, urban air mobility, robotic surgeons available anywhere in the world. Weve seen the building blocks come together in warehouses, retail stores, farms, and on the roads. It is now time to build robots for humans, not to replace them.
Humans are incredibly good at adapting to dynamic situations to achieve a goal. Robotic and autonomous systems are incredibly powerful at highly precise, responsive, multivariate operations. A new generation of companies is turning their attention to bringing the two together, building robots to work for humans, not replace them, and reinventing several industries in the process.
New methods of ML, such as reinforcement learning and adversarial networks, have transformed both the speed and capability of robot systems.
These methods work extremely well when:
Where the probability of unforeseen situations and rules are low, robots can work miraculously better than any human can.
An Amazon robot-powered warehouse is an excellent illustration of well-characterized tasks (goods movement), in constrained environments (warehouse), with limited diversity (structured paths), and all end states are known (limited task variability).
What about in a less structured environment, where there are greater complexity and variability? The probability of errors and unforeseen situations is proportional to the complexity of the process.
In the physical world, what is a robot to do when it encounters a situation it has never seen before? That question conflicts with the robots understanding of the expected environment and has unknown end states.
The conflicted robot is precisely the challenge companies are facing when introducing robots into the physical world.
Audi claimed they would hit level 3 autonomy by 2019 (update: they recently gave up). Waymo has driven 20 million miles yet operationally and geographically constrained.
Tesla reverted from a fully robotic factory approach back to a human-machine mix, the company stating, Automation simply cant deal with the complexity, inconsistencies, variation and things gone wrong that humans can.
To solve these problems in the physical world, weve implemented humans as technology guardrails.
Applications such as driverless cars, last-mile delivery robots, warehouse robots, robots making pizza, cleaning floors, and more, can operate in the real world thanks to humans in the loop monitoring their operations.
Humans are acting as either remote operators, AI data trainers, and exception managers.
The human in the loop has accelerated the pace of technology and opened up capabilities we didnt think we would see in our lifetime, as the examples mentioned earlier.
At the same time, it has bounded the use cases to which we build. When we design robotic systems around commodity skill sets, the range of tasks is limited to those just those skills.
As a result, what robots are capable of today primarily cluster around the ability to navigate and identify people/objects.
As these companies bring their solutions to market, they quickly realize two realities:
(1) Commodity tasks make it easier for others to also attempt a similar solution (as seen with the number of AV and warehouse robot companies emerging over the past few years).
(2) High labor liquidity depresses wages, thus requiring these solutions to fully replace the human, not augment, in high volumes to generate any meaningful economics. E.g., Waymo/Uber/Zoox needs to remove the driver and operate at high volumes to turn a profit eventually.
The result of the commodity approach to robotics has forced these technology developers to completely replace the human from the loop to become viable businesses.
The open question is: is this the right intersection between machine and human? Is this the best we can do to leverage the precision of a robot with the creativity of a human?
To accelerate what robots are capable of doing, we need to shift focus from trying to replace humans, to building solutions that put the robot and human hand-in-hand. For robots to find their way into critical workflows of our industries, we needed them to augment experts and trained technicians.
Industries such as general aviation, construction, manufacturing, retail, farming, and healthcare could be made safer, more efficient, and more profitable. Changing the humans role of operator and technician to manager and strategist.
Helicopter pilots could free themselves from the fatiguing balance of flight and control management. Construction machine operators could focus on strategies and exceptions rather than repetitive motions.
Manufacturing facilities could free up workers to focus on throughput, workflow, and quality, rather than tiring manual labor. Retail operators could focus on customer experiences rather than trying to keep up with stocking inventory.
These industries all suffer from limited labor pools, highly variable environments, with little technology, and high cost of errors. Pairing robotic or autonomous systems that work hand in hand with the experts could invert from the set of dynamics compared to commodity use cases.
Companies could build solutions that need only to augment the operator, not replace him or her, to meaningfully change the economics of the operation.
The current generation of technology innovation is starting, with a new generation of companies using robotics and autonomy to change the operating experience across industries.
Robot solutions that share many key dimensions:
The impossible means we can make more complex decisions at orders of magnitude more precision and speed. Yet so many industries still rely on human labor and operations over human ingenuity and authority.
As the world adapts to social distancing and remote work, its more important than ever to leverage technology as our proverbial exoskeletons to maximize what humans are great at, and let technology do the rest.
*Venrock is an investor in Skyryse and Simbe Robotics
Ethan is a Partner at Venrock where he invests in technology companies solving hard engineering problems across developer infrastructure, autonomy, advanced computing, and space.In and out of the office, he is a passionate early adopter, space geek, and competitive athlete. You can usually find Ethan outdoors with his kids building things that move or fly.
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Time to Build Robots for Humans, Not to Replace - ReadWrite
- Robotics Academy - December 14th, 2016 [December 14th, 2016]
- KUKA Robotics | KUKA AG - December 14th, 2016 [December 14th, 2016]
- Robotics - The Great Courses - December 22nd, 2016 [December 22nd, 2016]
- Robotics - reddit - January 11th, 2017 [January 11th, 2017]
- Chatham Robotics Goes Undefeated and Moves On to State Championship - TAPinto.net - February 7th, 2017 [February 7th, 2017]
- Meridian robotics team gears up for Idaho FRC Regional - KBOI-TV - February 7th, 2017 [February 7th, 2017]
- Local robotics students headed to World Championship tournament - KOLO - February 7th, 2017 [February 7th, 2017]
- Report: Nearshoring favors robotics, will require heavy capital investment - Supply Chain Dive - February 7th, 2017 [February 7th, 2017]
- Belding hosts largest robotics competition in history of event - Greenville Daily News - February 7th, 2017 [February 7th, 2017]
- First Tech Challenge: High schools battle in robotics competition - The Journal News | LoHud.com - February 7th, 2017 [February 7th, 2017]
- Robotics Team Takes Home Trophy at Lego Competition - Patch.com - February 7th, 2017 [February 7th, 2017]
- OHS robotics club dazzles McKinley students - Southernminn.com - February 7th, 2017 [February 7th, 2017]
- Toyota Industries Acquires Warehouse Robotics Developer - Wall Street Journal - February 7th, 2017 [February 7th, 2017]
- South High wins Volvo's robotics tournament - Herald-Mail Media - February 7th, 2017 [February 7th, 2017]
- Belding hosts robotics competition - Sentinel-Standard - February 7th, 2017 [February 7th, 2017]
- CMS robotics program soars - SW News Media - February 7th, 2017 [February 7th, 2017]
- Update On The Megatrend of Robotics - CTOvision (blog) - February 7th, 2017 [February 7th, 2017]
- 33C3: Edible Soft Robotics - Hackaday - February 7th, 2017 [February 7th, 2017]
- Shopping robots on the march in Ocado - BBC News - February 7th, 2017 [February 7th, 2017]
- Keller students Starstruck on robotics - Fort Worth Star Telegram - February 7th, 2017 [February 7th, 2017]
- Our obsession with robots keeps getting creepier - New York Post - February 7th, 2017 [February 7th, 2017]
- Rethink Robotics makes its workplace bots easier to train and redeploy - TechCrunch - February 7th, 2017 [February 7th, 2017]
- Donation will cover costs for Sequim robotic competition - Peninsula Daily News - February 8th, 2017 [February 8th, 2017]
- Derby Middle School robotics club competes at high school competition - The Derby Informer - February 8th, 2017 [February 8th, 2017]
- Raspberry Pi-powered arm: This kit aims to make robotics simple enough for kids - TechRepublic - February 8th, 2017 [February 8th, 2017]
- WPI Robotics Team Has a Mission with Mars | News | WPI - WPI News - February 8th, 2017 [February 8th, 2017]
- Rehab robotics field promises to return control, mobility to aging population - ScienceBlog.com (blog) - February 8th, 2017 [February 8th, 2017]
- Rethink's Robots Get Massive Software Upgrade, Rodney Brooks So Excited - IEEE Spectrum - February 8th, 2017 [February 8th, 2017]
- Robotics: A robot that flies like a bat : Nature : Nature Research - Nature.com - February 9th, 2017 [February 9th, 2017]
- Robotics teams at CCS stay busy at tournaments - Imperial Republican - February 9th, 2017 [February 9th, 2017]
- Rethink Robotics rethinks its software | ZDNet - ZDNet - February 9th, 2017 [February 9th, 2017]
- Hartland robotics teams take on the FIRST Tech challenge at state competition - LC Sussex Sun - February 9th, 2017 [February 9th, 2017]
- Home-schooled students studying robotics - Valencia County News Bulletin - February 9th, 2017 [February 9th, 2017]
- Agility Robotics Introduces Cassie, a Dynamic and Talented Robot Delivery Ostrich - IEEE Spectrum - February 9th, 2017 [February 9th, 2017]
- Memphis robotics team headed to Super-Regionals - New Baltimore Voice Newspapers - February 10th, 2017 [February 10th, 2017]
- Patriot Robotics Alliance upsets Brentwood Academy Alliances - Clarksville Now - February 10th, 2017 [February 10th, 2017]
- Raptor legs & human hips: Giant leap for walking robots - RT - February 10th, 2017 [February 10th, 2017]
- How drones and robotics may shape the future of conflict under President Trump - PRI - February 10th, 2017 [February 10th, 2017]
- Robotics teams wins at state meet - The Citizen.com - February 10th, 2017 [February 10th, 2017]
- Ford Bets $1B on Startup Founded by Waymo, Uber Vets - ABC News - February 10th, 2017 [February 10th, 2017]
- South Beach robotics squad advances to super regionals - The Daily World - February 11th, 2017 [February 11th, 2017]
- Personal robotics the next technological revolution: Dr Vivian Balakrishnan - Channel NewsAsia - February 11th, 2017 [February 11th, 2017]
- This bipedal robot could deliver your packages one day - The Verge - The Verge - February 11th, 2017 [February 11th, 2017]
- Robotics event offers lesson in teamwork - Lewiston Morning Tribune (subscription) - February 12th, 2017 [February 12th, 2017]
- Essex County Freeholders Honor Livingston Robotics Club Teams - TAPinto.net - February 12th, 2017 [February 12th, 2017]
- College Town: WPI Robotics team aims for $1M NASA prize - Worcester Telegram - February 12th, 2017 [February 12th, 2017]
- Alice Shaw robotics team building invention to save wolves | Local ... - Lompoc Record - February 12th, 2017 [February 12th, 2017]
- Ford invests $1B in robotics startup in driverless car quest - CBS News - February 12th, 2017 [February 12th, 2017]
- Freshman Caldwell team takes first place in Regional Robotics Tournament - Idaho Press-Tribune - February 12th, 2017 [February 12th, 2017]
- What went seriously wrong with Lily Robotics - VentureBeat - February 12th, 2017 [February 12th, 2017]
- Face off: Marion students compete in robotics competition - The Exponent Telegram (press release) (registration) - February 12th, 2017 [February 12th, 2017]
- Robotics Competition slated for Monday - San Angelo Standard Times - February 13th, 2017 [February 13th, 2017]
- Cornerstone Prep robotics team brings home trophy in first year - MDJOnline.com - February 13th, 2017 [February 13th, 2017]
- Center Grove robotics team headed to state competition - Daily Journal - February 13th, 2017 [February 13th, 2017]
- Hundreds piled into a Fort Mill gym. They cheered. They competed. They drove robots. - The Herald - February 13th, 2017 [February 13th, 2017]
- My Turn: Arts education paved the way for girls' robotics win - AZCentral.com - February 13th, 2017 [February 13th, 2017]
- Young Alberta engineers face off in robotics showdown - CBC.ca - February 13th, 2017 [February 13th, 2017]
- Cougar robotics team advances to Super-Regionals - Times Bulletin - Times Bulletin - February 13th, 2017 [February 13th, 2017]
- South Carroll Robotics teams compete at Maryland State Robotics Competition - Carroll County Times - February 13th, 2017 [February 13th, 2017]
- Cave Spring High School's Robotics Club wins in the First Tech ... - Roanoke Times - February 13th, 2017 [February 13th, 2017]
- FIRST Robotics Competition - Wikipedia - February 13th, 2017 [February 13th, 2017]
- Designing robots to look more like ostriches can solve a key problem for our future biped overlords - Quartz - February 14th, 2017 [February 14th, 2017]
- More than 1000 high school students expected to Battlefield HS robotics tournament - PotomacLocal.com - February 14th, 2017 [February 14th, 2017]
- Event to look at Scotland's pivotal role in robotics - The Scotsman - February 14th, 2017 [February 14th, 2017]
- Kennett Coders to compete in NH State Robotics Championships on Saturday - Conway Daily Sun - February 14th, 2017 [February 14th, 2017]
- Are there enough robots? - Robotics Tomorrow (press release) - February 15th, 2017 [February 15th, 2017]
- Girl Scouts of Southern Illinois robotics team makes state tournament - Alton Telegraph - February 15th, 2017 [February 15th, 2017]
- Intuition Robotics raised $6 million for its ElliQ elder care assistant robot - TechCrunch - February 15th, 2017 [February 15th, 2017]
- Richmond robotics team gears up for districts - New Baltimore Voice Newspapers - February 15th, 2017 [February 15th, 2017]
- Microsoft lets you crash drones and robots in its new real world simulator - The Verge - February 15th, 2017 [February 15th, 2017]
- Makeblock's Lego-like 'Neuron' teaches kids robotics and code - Engadget - February 15th, 2017 [February 15th, 2017]
- West Ridge robotics team maneuvers into national championship - Austin American-Statesman - February 15th, 2017 [February 15th, 2017]
- Immokalee High team set for robotics state championships Friday - Naples Daily News - February 16th, 2017 [February 16th, 2017]
- What has Robotics got in store for our future? - RTE.ie - February 16th, 2017 [February 16th, 2017]
- Uber Is Becoming a Robotics Company, CEO Says - Yahoo News - February 16th, 2017 [February 16th, 2017]
- 3Doodler's new kits help kids craft their own robots - Engadget - Engadget - February 16th, 2017 [February 16th, 2017]
- Magnetic Control Could Help Robots Navigate Inside Your Body - IEEE Spectrum - February 16th, 2017 [February 16th, 2017]
- Boston's new hub, MassRobotics, is like a WeWork for robotics startups - TechCrunch - February 16th, 2017 [February 16th, 2017]
- 3Doodler announces a robotics kit, Star Trek and Powerpuff Girls ... - TechCrunch - February 17th, 2017 [February 17th, 2017]
- Chart: Are Robots Replacing High-Cost Workers? - Seeking Alpha - February 17th, 2017 [February 17th, 2017]