20200123

514. Requiem για έναν Διαμορφωτή. [πες μού τί είσαι?]

Διαμόρφωση και τα μυαλά στο μίξερ

Θα δουλεύεις, θα ψηφίζεις αλλά δε θα αντιδράς.
Δεν πρέπει να μιλάς, είναι αχρείαστο να μιλάς.. Και να σου πω γιατί?

Μετά τη διαδικασία της διαμόρφωσης δε θα έχεις και κάτι να πεις.
Μόνο "μάλιστα", "όχι", "διατάξτε", "δεν γνωρίζω", "ζήτω", "ναι", "όλε" και άναρθρες κραυγές ηδονής ή/και πόνου.  

Κοίταξε τί σού παρέχω:

Προνοιακά επιδόματα, τη νοσοκομειακή σου περίθαλψη, τη δωρεάν σου εκπαίδευση.

Ελεύθερα τη νικοτίνη σου, φθηνή γευστική τροφή - ζαχαρούλα και σνάξ.
Έχεις την αλκοόλη σου χωρίς περιορισμούς, ελεύθερα τζογάρεις, σού παρέχεται φθηνό διαδίκτυο κι άφθονη δωρεάν πορνογραφία να μαλακίζεσαι και να ξεδίνεις.

Ενεργειακή αναβάθμιση για να μη μού κρυώνεις το χειμώνα και να μη μού ιδρώνεις το καλοκαίρι.
Αππλικέσια, κοινωνικά δίκτυα, άμεση επιλογή ερωτικού συντρόφου και reality shows.

Πολύ reality να πούμε κι άγιος ο θεός.

Δεν είναι υπέροχη τόση πραγματικότητα που παρακολουθείς? Στις πόσες ίντσες βρίσκεσαι τώρα? Έφθασες στις 55"? Όχι ακόμα? Τί κάνεις...




Πάνω κάτω τα κορμιά στο γήπεδο, στην πίστα, στην πασαρέλα για να χαίρεσαι.

Κι από τις ειδήσεις να συνειδητοποιείς καθημερινά την ανωτερότητα σου έναντι κάθε κακόμοιρου βαρβάρου.

Σύντομα θα έχεις και ένα εγγυημένο εισόδημα σαν εξτραδάκι να τσοντάρεις στο μισθό και να διαλέγεις ό,τι θες, να κινείται έτσι κάπως παραπάνω και η αγορά.

Και τι σού ζητώ για αντάλλαγμα?

Όταν βγαίνεις έξω να σκυβείς το κεφάλι, να εκτελείς μετά χαράς δίχως αντιλογία ό,τι σού λέει ο ισχυρότερος, ο δάσκαλος, ο παπάς, το αφεντικό, ο λοχαγός, ο ιδιοκτήτης, ο βιομήχανος, ο καπετάνιος, ο διοικητής, ο βουλευτής, ο διευθυντής, ο πρόεδρος, ο τσιφλικάς, ο περιφερειάρχης, ο κοτζαμπάσης, ο αστυνόμος, ο δικαστής. Ο Νόμος.
Το ξέρω πως ενδεχομένως να σού είναι ζόρικο αρχικά να τα δεχτείς και να τα αφοιμοιώσεις όλα αυτά, όμως δε θέλω να ανησυχείς αφού αργά ή γρήγορα θα τη μάθεις, θα τη συνειδητοποιήσεις τη θέση σου ανάμεσα στις κάστες.

Με το καλό ή με το στανιό θα τη μάθεις.

Σού επαναλαμβάνω δε χρειάζεται να ανησυχείς για τίποτα και άντε, θα σού αποκαλύψω ένα "μυστικό", όχι τίποτα άλλο. Επειδή σε συμπάθησα και μόνο.

Για όσο συνεχίζονται οι ανησυχίες, οι αϋπνίες και οι κρίσεις πανικού έχω πολλά καλούδια να σού δώσω μέχρι και σε ενέσιμη μορφή. Επιδοτούμενα. Δηλαδή πρακτικά δωρεάν!

Και ανάλογα θέλω να φέρεσαι σε όλους όσοι είναι κάτω από σένα, δηλαδή στους υφισταμένους σου. Θέλω με παρόμοιο τρόπο να τους διαμορφώσεις κι εσύ. Το παιδί σου, τον αδύναμο γηραιό γονιό σου, τον πρόσφυγα, τα ανίψια, το μετανάστη, τον ξένο, τον άρρωστο, τον πρεζάκια, τον παραπληγικό, τον ντροπαλό, τον πούστη, τον ψυχασθενή, τον φτωχότερο.

Θέλω διαρκώς να παλεύεις για να επιβάλλεις τη θέληση σου σε αυτούς που σού ανέφερα.

Αν παρόλα αυτά αντιδράς και φέρνεις αντίρρηση επειδή δε σού αρέσει κάτι από όλα όσα σού προσφέρω και σού ζητώ, υπάρχει και η ξεχωριστή διαδικασία του επαναδιαμορφωτικού σωφρονισμού.

Θα σε διορθώσω.. Να θυμάσαι πώς ήσουν προκειμένου να είσαι ευγνώμων για το πώς θα έχεις γίνει.

Θα σε φτιάξω κι αν πέσει και καμιά φάπα εν τω μεταξύ, δεν τρέχει μία. 
Σε καθημερινή βάση ή ανά διαστήματα.
Με εγκλεισμό στο ανάλογο ίδρυμα ή χωρίς.
Στο δρόμο, σε κοινή θέα, στην πορεία, σε διαδρόμους, σε στενά ή/και στο θάλαμο.
Πάντα δωρεάν ωστόσο, δε θέλω να σε απασχολεί αυτό. Όλα είναι μια ευγενική προσφορά.

Σκοπός είναι να μην πηγαίνεις πλέον τοιχό τοίχο από φόβο μη σε πετύχω αλλά να με κοιτάς και να σου τρέχουν αυτόματα τα σάλια από χαρά και ασφάλεια.

Θα σου μιλάω και θα εκτελείς αυτόματα όσα σού έχουν προκαθοριστεί, βάσει της θέσης σου και της θέσης μου, όσα δηλαδή θα έχεις εκπαιδευτεί να εκτελείς.

Εύχομαι όμως να μη φθάσουμε ως εκεί, δεν κάνει.. Έξυπνο παιδί φαίνεσαι. Τόσα κονδύλια έχω επενδύσει ήδη πάνω σου διότι..

..διότι είσαι η ελπίδα του έθνους.

[OPINION] 'Deep fake' imagery manipulation poses threat to society not just military, US General warns



https://www.telegraph.co.uk/news/2020/01/15/deep-fake-imagery-manipulation-poses-threat-society-not-just/

‘Deep fakes’ pose a major threat to elections and even world peace, a US military leader has warned.

The manipulation of digital pictures to show misleading ‘deep fake’ images of people will become more widespread as artificial intelligence (AI) systems develop, says a senior American official.

Speaking on a visit to Nato headquarters in Brussels, Lieutenant General Jack Shanahan said he was “deeply concerned” of the “corrosive influence” of disinformation campaigns against political election cycles.

"What if a senior leader was to come on and announce that the nation was at war, but it was a deep fake?," he asked.

“It's something I think a lot about because the level of realism and fidelity has vastly increased from just a year ago," the Director of the US Joint Artificial Intelligence Center said.

"People have such a growing cynicism and scepticism about what they're reading, seeing and hearing, that this could become such a corrosive effect over time that nobody knows what is reality anymore.

"Those are areas that are of increasing concern across the whole of society, not just the US military.”

The process of creating a deep fake image or video requires many pictures of a person's face, which makes politicians and celebrities particularly vulnerable.

However, the process is not yet foolproof and many such false images leave visible signs they are fake. Blurring or flickering around a person's face is a common indicator an image has been doctored, especially when the face changes angles rapidly.

Lt Gen Shanahan warns it is increasingly likely society will be influenced by false imagery, as hackers’ expertise and the sophistication of AI technology increases.

“Within probably 30 minutes you can get online and start developing fairly high fidelity deep fakes," he said.

The General also sought to provide reassure that as AI capability developed, the US military would not seek to develop autonomous “killer robots”.

“There are aspects of AI that feel different - the black box aspect of machine learning - but overall we have the process and policies in place to ensure that we [stick to] the laws of war, rules of engagement and proportionality.

“We will not violate those core principles.

“Humans will be held accountable. It will not be something that we say ‘the black box did it, no-one will be held accountable’. Just like in every mistake that has happened on a battlefield in our history, there will be accountability.

“We are not looking to go to this future of..killer robots: unsupervised, independent, self-targeting systems.

“Lethal, autonomous weapon systems, right now for the Department of Defence, is not something we are working actively towards.”

20200122

[NEWS] Predictive policing poses discrimination risk, thinktank warns

https://www.theguardian.com/uk-news/2019/sep/16/predictive-policing-poses-discrimination-risk-thinktank-warns

Predictive policing – the use of machine-learning algorithms to fight crime – risks unfairly discriminating against protected characteristics including race, sexuality and age, a security thinktank has warned.

Such algorithms, used to mine insights from data collected by police, are currently deployed for various purposes including facial recognition, mobile phone data extraction, social media analysis, predictive crime mapping and individual risk assessment.

Researchers at the Royal United Services Institute (RUSI), commissioned by the government’s Centre for Data Ethics and Innovation, focused on predictive crime mapping and individual risk assessment and found algorithms that are trained on police data may replicate – and in some cases amplify – the existing biases inherent in the data set, such as over- or under-policing of certain communities.

“The effects of a biased sample could be amplified by algorithmic predictions via a feedback loop, whereby future policing is predicted, not future crime,” the authors said.

The paper reveals that police officers, who were interviewed for the research, are concerned about the lack of safeguards and oversight regarding the use of predictive policing.

One officer told the researchers that “young black men are more likely to be stop and searched than young white men, and that’s purely down to human bias. That human bias is then introduced into the data sets, and bias is then generated in the outcomes of the application of those data sets.”

Another officer said police forces “pile loads of resources into a certain area and it becomes a self-fulfilling prophecy, purely because there’s more policing going into that area, not necessarily because of discrimination on the part of officers”.

The technological landscape was described by one officer as a “patchwork quilt, uncoordinated and delivered to different standards in different settings and for different outcomes”.

The briefing paper identifies individuals from disadvantaged socioeconomic backgrounds who are “calculated as posing a greater risk” of criminal behaviour by algorithms.

This bias exists because individuals from this group are more likely to have frequent contact with public services and, in doing so, generate higher levels of data, which the police often have access to, the paper reveals.

The implications are serious both in terms of police allocation of resources, which may be ineffective as they are based on incorrect calculations, and legally where “discrimination claims could be brought by individuals scored ‘negatively’ in comparison to others of different ages or genders”, the paper adds.

The briefing paper also highlights the risk of “automation bias”, whereby police officers become overreliant on the use of analytical tools, undermining their discretion and causing them to disregard other relevant factors.

The paper, Data Analytics and Algorithmic Bias in Policing, by Alexander Babuta and Marion Oswald, summarises the interim findings of an ongoing independent study into the use of data analytics for policing within England and Wales and explores different types of bias that can arise.

https://rusi.org/publication/briefing-papers/data-analytics-and-algorithmic-bias-policing

20200120

513. spam, spate, span

είναι η ευχή και η κατάρα της νέας εποχής.

να μην ειναι τόσο νέα όσο θέλουμε να ευαγγελιζόμαστε αλλά απλά πιο γρήγορη.

ίδιες συνήθειες, ίδιες ιδιοτροπίες, ίδιες ανωμαλίες με το παρελθόν μόνο που τώρα όλα εκδηλώνονται με ταχύτατους ρυθμούς

και σβήνουν ακόμα πιο γρήγορα.




(no_show) - with a vengeance

20200115

[NEWS] Meet the xenobot: world's first living, self-healing robots created from frog stem cells


By Jessie Yeung
https://edition.cnn.com/2020/01/13/us/living-robot-stem-cells-intl-hnk-scli-scn/index.html

Scientists have created the world's first living, self-healing robots using stem cells from frogs.
Named xenobots after the African clawed frog (Xenopus laevis) from which they take their stem cells, the machines are less than a millimeter (0.04 inches) wide -- small enough to travel inside human bodies. They can walk and swim, survive for weeks without food, and work together in groups.
These are "entirely new life-forms," said the University of Vermont, which conducted the research with Tufts University's Allen Discovery Center.

Stem cells are unspecialized cells that have the ability to develop into different cell types. The researchers scraped living stem cells from frog embryos, and left them to incubate. Then, the cells were cut and reshaped into specific "body forms" designed by a supercomputer -- forms "never seen in nature," according to a news release from the University of Vermont.




A xenobot with large hind limbs and smaller forelimbs, layered with red heart muscle.


The cells then began to work on their own -- skin cells bonded to form structure, while pulsing heart muscle cells allowed the robot to move on its own. Xenobots even have self-healing capabilities; when the scientists sliced into one robot, it healed by itself and kept moving.
"These are novel living machines," said Joshua Bongard, one of the lead researchers at the University of Vermont, in the news release. "They're neither a traditional robot nor a known species of animal. It's a new class of artifact: a living, programmable organism."
Xenobots don't look like traditional robots -- they have no shiny gears or robotic arms. Instead, they look more like a tiny blob of moving pink flesh. The researchers say this is deliberate -- this "biological machine" can achieve things typical robots of steel and plastic cannot.

Traditional robots "degrade over time and can produce harmful ecological and health side effects," researchers said in the study, which was published Monday in the Proceedings of the National Academy of Sciences. As biological machines, xenobots are more environmentally friendly and safer for human health, the study said.
The xenobots could potentially be used toward a host of tasks, according to the study, which was partially funded by the Defense Advanced Research Projects Agency, a federal agency that oversees the development of technology for military use.
Xenobots could be used to clean up radioactive waste, collect microplastics in the oceans, carry medicine inside human bodies, or even travel into our arteries to scrape out plaque. The xenobots can survive in aqueous environments without additional nutrients for days or weeks -- making them suitable for internal drug delivery.
Aside from these immediate practical tasks, the xenobots could also help researchers to learn more about cell biology -- opening the doors to future advancement in human health and longevity.

"If we could make 3D biological form on demand, we could repair birth defects, reprogram tumors into normal tissue, regenerate after traumatic injury or degenerative disease, and defeat aging," said the researchers' website. This research could have "a massive impact on regenerative medicine (building body parts and inducing regeneration.)"
It may all sound like something from a dystopian sci-fi movie, but the researchers say there is no need for alarm.
The organisms come pre-loaded with their own food source of lipid and protein deposits, allowing them to live for a little over a week -- but they can't reproduce or evolve. However, their lifespan can increase to several weeks in nutrient-rich environments.

And although the supercomputer -- a powerful piece of artificial intelligence -- plays a big role in building these robots, it's "unlikely" that the AI could have evil intentions.
"At the moment though it is difficult to see how an AI could create harmful organisms any easier than a talented biologist with bad intentions could," said the researchers' website. https://cdorgs.github.io/

20200111

[OPINION] To Buy Happiness, Spend Money on Saving Time

By Karen Hopkin

https://www.scientificamerican.com/podcast/episode/to-buy-happiness-spend-money-on-saving-time/


We all know money can’t buy happiness. But according to a recent study, there may be a loophole. A team of researchers finds that shelling out for services that save time can bring greater feelings of life satisfaction than, say, simply buying more stuff. The results appear in the Proceedings of the National Academy of Sciences. [Ashley V. Whillans et al., Buying time promotes happiness]

It’s safe to say that most of us regularly feel crunched for time. So much so that we are experiencing what Ashley Whillans of the Harvard Business School, the lead author of the study, describes as a “time famine.” And like any famine, this chronic lack of time takes its toll on our health.

“When we feel like our to-do lists are longer than the hours that we have time in the day to complete them, we can feel like our life is spiraling out of control, thereby undermining our personal well-being.”

Well, if time is money, Whillans and her team wondered whether money that’s used to buy time could offer some relief. Like paying someone else to clean the house, mow the lawn, or deliver the groceries.

To find out, the researchers asked more than 6,000 people from the U.S., Canada, Denmark, and the Netherlands to rate their overall satisfaction with life, and to estimate how much money they lay out each month to outsource unenjoyable daily tasks or otherwise purchase some time off.

And they found that respondents who willingly swap funds for free time also report feeling more content—regardless of their income or how many hours they work each week.

To follow up, the researchers conducted a smaller experiment in which they gave volunteers forty bucks to buy a little something for themselves. The same participants got another forty dollars that they were told to spend on something that would save them time. And again, buying time was more likely to elevate mood and alleviate anxiety.

These findings may be hard for some people to, well, buy:

“Even in a sample of 850 millionaires, just over half of our respondents spent money to buy themselves time. These findings link to a broader literature suggesting that we do not always spend money in ways that promote happiness.”

Even when we should know better.

“Personally I know that when I recently moved to a new city I had a lot of errands to run. I had to let my own data convince me that buying time would make my life easier, less stressful and happier.”

[OPINION] 20 Technology Metatrends That Will Define the Next Decade

By Peter H. Diamandis, MD

https://singularityhub.com/2020/01/10/20-tech-metatrends-to-look-out-for-in-the-2020s/

In the decade ahead, waves of exponential technological advancements are stacking atop one another, eclipsing decades of breakthroughs in scale and impact.

Emerging from these waves are 20 “metatrends” likely to revolutionize entire industries (old and new), redefine tomorrow’s generation of businesses and contemporary challenges, and transform our livelihoods from the bottom up.

Among these metatrends are augmented human longevity, the surging smart economy, AI-human collaboration, urbanized cellular agriculture, and high-bandwidth brain-computer interfaces, just to name a few.

It is here that master entrepreneurs and their teams must see beyond the immediate implications of a given technology, capturing second-order, Google-sized business opportunities on the horizon.

Welcome to a new decade of runaway technological booms, historic watershed moments, and extraordinary abundance.

Let’s dive in.

20 Metatrends for the 2020s
(1) Continued increase in global abundance: The number of individuals in extreme poverty continues to drop, as the middle-income population continues to rise. This metatrend is driven by the convergence of high-bandwidth and low-cost communication, ubiquitous AI on the cloud, and growing access to AI-aided education and AI-driven healthcare. Everyday goods and services (finance, insurance, education, and entertainment) are being digitized and becoming fully demonetized, available to the rising billion on mobile devices.

(2) Global gigabit connectivity will connect everyone and everything, everywhere, at ultra-low cost: The deployment of both licensed and unlicensed 5G, plus the launch of a multitude of global satellite networks (OneWeb, Starlink, etc.), allow for ubiquitous, low-cost communications for everyone, everywhere, not to mention the connection of trillions of devices. And today’s skyrocketing connectivity is bringing online an additional three billion individuals, driving tens of trillions of dollars into the global economy. This metatrend is driven by the convergence of low-cost space launches, hardware advancements, 5G networks, artificial intelligence, materials science, and surging computing power.

(3) The average human healthspan will increase by 10+ years: A dozen game-changing biotech and pharmaceutical solutions (currently in Phase 1, 2, or 3 clinical trials) will reach consumers this decade, adding an additional decade to the human healthspan. Technologies include stem cell supply restoration, wnt pathway manipulation, senolytic medicines, a new generation of endo-vaccines, GDF-11, and supplementation of NMD/NAD+, among several others. And as machine learning continues to mature, AI is set to unleash countless new drug candidates, ready for clinical trials. This metatrend is driven by the convergence of genome sequencing, CRISPR technologies, AI, quantum computing, and cellular medicine.

(4) An age of capital abundance will see increasing access to capital everywhere: From 2016 – 2018 (and likely in 2019), humanity hit all-time highs in the global flow of seed capital, venture capital, and sovereign wealth fund investments. While this trend will witness some ups and downs in the wake of future recessions, it is expected to continue its overall upward trajectory. Capital abundance leads to the funding and testing of ‘crazy’ entrepreneurial ideas, which in turn accelerate innovation. Already, $300 billion in crowdfunding is anticipated by 2025, democratizing capital access for entrepreneurs worldwide. This metatrend is driven by the convergence of global connectivity, dematerialization, demonetization, and democratization.

(5) Augmented reality and the spatial web will achieve ubiquitous deployment: The combination of augmented reality (yielding Web 3.0, or the spatial web) and 5G networks (offering 100Mb/s – 10Gb/s connection speeds) will transform how we live our everyday lives, impacting every industry from retail and advertising to education and entertainment. Consumers will play, learn, and shop throughout the day in a newly intelligent, virtually overlaid world. This metatrend will be driven by the convergence of hardware advancements, 5G networks, artificial intelligence, materials science, and surging computing power.

(6) Everything is smart, embedded with intelligence: The price of specialized machine learning chips is dropping rapidly with a rise in global demand. Combined with the explosion of low-cost microscopic sensors and the deployment of high-bandwidth networks, we’re heading into a decade wherein every device becomes intelligent. Your child’s toy remembers her face and name. Your kids’ drone safely and diligently follows and videos all the children at the birthday party. Appliances respond to voice commands and anticipate your needs.

(7) AI will achieve human-level intelligence: As predicted by technologist and futurist Ray Kurzweil, artificial intelligence will reach human-level performance this decade (by 2030). Through the 2020s, AI algorithms and machine learning tools will be increasingly made open source, available on the cloud, allowing any individual with an internet connection to supplement their cognitive ability, augment their problem-solving capacity, and build new ventures at a fraction of the current cost. This metatrend will be driven by the convergence of global high-bandwidth connectivity, neural networks, and cloud computing. Every industry, spanning industrial design, healthcare, education, and entertainment, will be impacted.

(8) AI-human collaboration will skyrocket across all professions: The rise of “AI as a Service” (AIaaS) platforms will enable humans to partner with AI in every aspect of their work, at every level, in every industry. AIs will become entrenched in everyday business operations, serving as cognitive collaborators to employees—supporting creative tasks, generating new ideas, and tackling previously unattainable innovations. In some fields, partnership with AI will even become a requirement. For example: in the future, making certain diagnoses without the consultation of AI may be deemed malpractice.

(9) Most individuals adapt a JARVIS-like “software shell” to improve their quality of life: As services like Alexa, Google Home, and Apple Homepod expand in functionality, such services will eventually travel beyond the home and become your cognitive prosthetic 24/7. Imagine a secure JARVIS-like software shell that you give permission to listen to all your conversations, read your email, monitor your blood chemistry, etc. With access to such data, these AI-enabled software shells will learn your preferences, anticipate your needs and behavior, shop for you, monitor your health, and help you problem-solve in support of your mid- and long-term goals.

(10) Globally abundant, cheap renewable energy: Continued advancements in solar, wind, geothermal, hydroelectric, nuclear, and localized grids will drive humanity towards cheap, abundant, and ubiquitous renewable energy. The price per kilowatt-hour will drop below one cent per kilowatt-hour for renewables, just as storage drops below a mere three cents per kilowatt-hour, resulting in the majority displacement of fossil fuels globally. And as the world’s poorest countries are also the world’s sunniest, the democratization of both new and traditional storage technologies will grant energy abundance to those already bathed in sunlight.

(11) The insurance industry transforms from “recovery after risk” to “prevention of risk”: Today, fire insurance pays you after your house burns down; life insurance pays your next-of-kin after you die; and health insurance (which is really sick insurance) pays only after you get sick. This next decade, a new generation of insurance providers will leverage the convergence of machine learning, ubiquitous sensors, low-cost genome sequencing, and robotics to detect risk, prevent disaster, and guarantee safety before any costs are incurred.

(12) Autonomous vehicles and flying cars will redefine human travel (soon to be far faster and cheaper): Fully autonomous vehicles, car-as-a-service fleets, and aerial ride-sharing (flying cars) will be fully operational in most major metropolitan cities in the coming decade. The cost of transportation will plummet 3-4X, transforming real estate, finance, insurance, the materials economy, and urban planning. Where you live and work, and how you spend your time, will all be fundamentally reshaped by this future of human travel. Your kids and elderly parents will never drive. This metatrend will be driven by the convergence of machine learning, sensors, materials science, battery storage improvements, and ubiquitous gigabit connections.

(13) On-demand production and on-demand delivery will birth an “instant economy of things”: Urban dwellers will learn to expect “instant fulfillment” of their retail orders as drone and robotic last-mile delivery services carry products from local supply depots directly to your doorstep. Further riding the deployment of regional on-demand digital manufacturing (3D printing farms), individualized products can be obtained within hours, anywhere, anytime. This metatrend is driven by the convergence of networks, 3D printing, robotics, and artificial intelligence.

(14) Ability to sense and know anything, anytime, anywhere: We’re rapidly approaching the era wherein 100 billion sensors (the Internet of Everything) is monitoring and sensing (imaging, listening, measuring) every facet of our environments, all the time. Global imaging satellites, drones, autonomous car LIDARs, and forward-looking augmented reality (AR) headset cameras are all part of a global sensor matrix, together allowing us to know anything, anytime, anywhere. This metatrend is driven by the convergence of terrestrial, atmospheric and space-based sensors, vast data networks, and machine learning. In this future, it’s not “what you know,” but rather “the quality of the questions you ask” that will be most important.

(15) Disruption of advertising: As AI becomes increasingly embedded in everyday life, your custom AI will soon understand what you want better than you do. In turn, we will begin to both trust and rely upon our AIs to make most of our buying decisions, turning over shopping to AI-enabled personal assistants. Your AI might make purchases based upon your past desires, current shortages, conversations you’ve allowed your AI to listen to, or by tracking where your pupils focus on a virtual interface (i.e. what catches your attention). As a result, the advertising industry—which normally competes for your attention (whether at the Superbowl or through search engines)—will have a hard time influencing your AI. This metatrend is driven by the convergence of machine learning, sensors, augmented reality, and 5G/networks.

(16) Cellular agriculture moves from the lab into inner cities, providing high-quality protein that is cheaper and healthier: This next decade will witness the birth of the most ethical, nutritious, and environmentally sustainable protein production system devised by humankind. Stem cell-based ‘cellular agriculture’ will allow the production of beef, chicken, and fish anywhere, on-demand, with far higher nutritional content, and a vastly lower environmental footprint than traditional livestock options. This metatrend is enabled by the convergence of biotechnology, materials science, machine learning, and AgTech.

(17) High-bandwidth brain-computer interfaces (BCIs) will come online for public use: Technologist and futurist Ray Kurzweil has predicted that in the mid-2030s, we will begin connecting the human neocortex to the cloud. This next decade will see tremendous progress in that direction, first serving those with spinal cord injuries, whereby patients will regain both sensory capacity and motor control. Yet beyond assisting those with motor function loss, several BCI pioneers are now attempting to supplement their baseline cognitive abilities, a pursuit with the potential to increase their sensorium, memory, and even intelligence. This metatrend is fueled by the convergence of materials science, machine learning, and robotics.

(18) High-resolution VR will transform both retail and real estate shopping: High-resolution, lightweight virtual reality headsets will allow individuals at home to shop for everything from clothing to real estate from the convenience of their living room. Need a new outfit? Your AI knows your detailed body measurements and can whip up a fashion show featuring your avatar wearing the latest 20 designs on a runway. Want to see how your furniture might look inside a house you’re viewing online? No problem! Your AI can populate the property with your virtualized inventory and give you a guided tour. This metatrend is enabled by the convergence of: VR, machine learning, and high-bandwidth networks.

(19) Increased focus on sustainability and the environment: An increase in global environmental awareness and concern over global warming will drive companies to invest in sustainability, both from a necessity standpoint and for marketing purposes. Breakthroughs in materials science, enabled by AI, will allow companies to drive tremendous reductions in waste and environmental contamination. One company’s waste will become another company’s profit center. This metatrend is enabled by the convergence of materials science, artificial intelligence, and broadband networks.

(20) CRISPR and gene therapies will minimize disease: A vast range of infectious diseases, ranging from AIDS to Ebola, are now curable. In addition, gene-editing technologies continue to advance in precision and ease of use, allowing families to treat and ultimately cure hundreds of inheritable genetic diseases. This metatrend is driven by the convergence of various biotechnologies (CRISPR, gene therapy), genome sequencing, and artificial intelligence.