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Being You by Professor Anil Seth review the exhilarating new science of consciousness – The Guardian

For every stoner who has been overcome with profound insight and drawled, Reality is a construct, maaan, here is the astonishing affirmation. Reality or, at least, our perception of it is a controlled hallucination, according to the neuroscientist Anil Seth. Everything we see, hear and perceive around us, our whole beautiful world, is a big lie created by our deceptive brains, like a forever version of The Truman Show, to placate us into living our lives.

Our minds invent for us a universe of colours, sounds, shapes and feelings through which we interact with our world and relate to each other, Seth argues. We even invent ourselves. Our reality, then, is an illusion, and understanding this involves tackling the thorny issue of consciousness: what it means to, well, be.

Consciousness has long been the preserve of philosophers and priests, poets and artists; now neuroscientists are investigating the mysterious quality and trying to answer the hard question of how consciousness arises in the first place. If this all sounds a bit hard going, its actually not at all in the masterly hands of Seth, who deftly weaves the philosophical, biological and personal with a lucid clarity and coherence that is thrilling to read.

Consciousness, which Seth defines as any kind of subjective experience whatsoever, is central to our being and identity as animate sentient creatures. What does it mean for you to be you, as opposed to being a stone or a bat? And how does this feeling of being you emerge from the squishy conglomeration of cells we keep in our skulls? Science has shied away from these sorts of intrinsically experiential questions, partly because its not obvious how sciences tools could explore them. Scientists are fond of pursuing objective truths and realities, not probing the perspectival realms of subjectivity to seek the truth of nostalgia, joy or the perfect blueness of an Yves Klein canvas. Also, its hard. Seth might use other words, but essentially, he is exploring the science of peoples souls a daunting task.

All of this, of course, makes consciousness one of the most exciting scientific frontiers, and nobody is better placed to guide us there. Seth has been researching the cognitive basis of consciousness for more than two decades and is an established leader in the field. He has pioneered new ways of analysing the inscrutable and measuring the incalculable in his quest to deduce the constituents of our feelings down to their atomic basis. This much-anticipated book lays out his radical theory of our invented reality with accessible and compelling writing.

We take for granted the idea that we journey through life, inhabiting a world thats really out there, as the starring character in our own biopic. But this hallucination is generated by our minds, Seth explains. The brain is a prediction machine that is constantly generating best-guess causes of its sensory inputs. The mind generates our reality based on the predictions it makes from visual, auditory and other sensory information, and then constantly verifies and modulates it through sensory information updates. Perception happens through a continual process of prediction error minimisation, he writes.

These perceptual expectations shape our conscious experience. When we agree with each other about our hallucinations we call it reality; when we dont were described as delusional.

Sometimes these disagreements can help us to peek past what William Blake called the doors of perception. One of these discombobulating events that you may have experienced was #TheDress: an overexposed photo posted on social media in 2015, in which a striped dress looked blue and black to some people, and white and gold to others. The version that people saw depended on whether their brain had taken into account an adjustment for ambient lighting when generating their reality. People who spent more time indoors were more likely to see the dress as blue and black, because their prediction machine was primed to factor in yellowish lighting when preparing the hallucination. Those who spend more time outside have brains primed to adjust for the bluer spectrum of sunlight.

The dress phenomenon, Seth argues, is compelling evidence that our perceptual experiences of the world are internal constructions, shaped by the idiosyncrasies of our personal biology and history. In objective, non-hallucinated reality, though, the dress doesnt have physical properties of blueness, blackness, whiteness or goldness. Colour is not a physical property of things in the way that mass is. Rather, objects have particular ways that they reflect light that our brains include in their complex Technicolor production of reality.

We perceive the world not as it is, but as it is useful to us, Seth writes. In other words, we evolved this generated reality because operating through our hallucinated world improves our survival, by helping us avoid danger and recognise food, for example.

This is still an emerging science and Seth is generous to his fellow navigators, including those with competing theories, as he gently and persuasively walks us through the optical illusions, magic tricks and fascinating experiments that build his case.

We are, his research shows, much more likely to perceive things we expect. In a study in which people were shown brief flashes of different images in their left and right eyes, hearing a cue for an image meant they were much more likely to see that image yet be unconscious of the competing image shown to the other eye. Sometimes, our hallucinated world is wildly out of sync with everyone elses we lose our grip on reality. What we call a hallucination is what happens when perceptual priors are unusually strong, overwhelming the sensory data so that the brains grip on their causes in the world starts to slide.

Seth has experimented with shifting his own reality he describes using virtual reality headsets and taking LSD. I learn to my surprise that hallucinogens really do take you to a higher level of consciousness your amount of consciousness can now be measured independently from wakefulness. This has had life-changing consequences, Seth explains, enabling locked-in patients to be recognised as conscious, despite their apparently inert state.

What then is the ground zero of consciousness in a living being or indeed, an artificial one? At its most fundamental, its an awareness of self, knowing where you end and the rest of the worlds matter begins, and Seth explores a diversity of self-perception from parrots to octopuses whose suckers attach to almost everything but their own skin, because they can taste themselves. He interrogates self-knowledge from inside out, dismantling the idea that our emotions produce bodily expressions, such as tears. Instead, Seth argues, our emotions are a response to the minds perception of our bodily reactions: we are sad because we perceive ourselves to be crying. Likewise, we are fearful because we perceive our heart is beating faster a survival mechanism to ready us to respond to a threat picked up by the visual cortex, for instance. Our feelings, even much of our experience of free will, are also hallucinations issued by the mind to control ourselves.

The self, then, is another perception, a controlled hallucination built up from an assemblage of perceptual best-guesses, prior beliefs and memories. Seth writes movingly of his mothers episodes of hospital-induced delirium and delusions, and recounts the story of a talented musicologist who suffered catastrophic memory loss. The loss of memory, Seth explains, disrupted the continuity of his self perception his narrative self eroding his personal identity.

We perceive ourselves to control ourselves, is Seths often counterintuitive but nevertheless convincing argument in this meticulously researched book. However, we are just as importantly the perception of others. Seth mentions just briefly that we modulate our behaviour in response to our perceptions of what others may be thinking about us, but the social context of our self is far more important than that. We are to a great extent the invention of others minds.

Being you, after all, is not just about the sentience you experience, but also the youness of you. By the time my beloved grandfather died of a stroke in 2012, Id already grieved for him for two years. Dementia had taken a smart, funny, gentle man and left us with a stranger, who lashed out or spoke inappropriately and unkindly. He was clearly somebody he was fully conscious but he was not himself. It is we who, bereft of his advice and conversation, knew who wed lost and with it, something of ourselves.

That said, Being You is an exhilarating book: a vast-ranging, phenomenal achievement that will undoubtedly become a seminal text.

Gaia Vince is the author of Transcendence: How Humans Evolved Through Fire, Language, Beauty and Time (Allen Lane)

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Being You by Professor Anil Seth review the exhilarating new science of consciousness - The Guardian

The global plant factory market size is estimated to be valued at USD 121.8 billion in – GlobeNewswire

New York, Aug. 25, 2021 (GLOBE NEWSWIRE) -- Reportlinker.com announces the release of the report "Plant Factory Market by Growing System, Facility Type, Light Type, Crop Type And Region - Global Forecast to 2026" - https://www.reportlinker.com/p06130516/?utm_source=GNW

Greenhouses are high-tech structures dedicated to the cultivation of plants, particularly vegetables, flowers, and fruits.Environmental elements such as temperature, light exposure, irrigation, fertilization, humidity, and ventilation can be controlled and monitored for optimal crop growth.

Commercial greenhouses typically cultivate crops in large volumes for consumers; research greenhouses are suited for plant science and medicinal horticulture. By light type, sunlight is projected to dominate the market during the forecast period.

Some plant factories prefer and utilize natural light sources, i.e., sunlight. However, it is suitable for places with a significant amount of sunlight necessary for the growth of indoor plants. Greenhouse farms generally use natural sunlight. For sustainable production, the use of freely available sunlight is preferred.

The European region is projected to record the highest growth rate during the forecast period.The evolution of plant factories or Controlled Environment Agriculture (CEA) and commercial greenhouses took place in Europe due to the favorable situations for adopting the CEA technique of farming and automation technologies and the encouragement from governments.Many Europe-based companies have invested significantly in the research of various areas of greenhouse automation, hydroponics, aeroponics, aquaponics, including climate control, lighting, and material handling, among others.

As a result of the all-around development in plant factories, Europe has become a major market for plant factory.The plant factory market is segmented region-wise, with a detailed analysis of each region. These regions include Asia Pacific, North America, Europe, South America and Rest of the World including Africa and the Middle East.

Break-up of Primaries By Company: Tier 1 60%, Tier 2 25%, Tier 3 15%, By Designation: CXO 35%, Directors - 45%, and Others - 20% By Region: North America - 10%, Europe - 25%, APAC- 45%, South America 5%, RoW- 15%

Leading players profiled in this report include the following: AeroFarms (US) BrightFarms (US) Gotham Greens (US) Bowery Farming (US) AppHarvest (US) Plenty Unlimited Inc. (US) Mirai Co. Ltd. (Japan) Kalera (Norway) Farminova (Turkey) Taiksha Ltd. (US) Iron Ox (US) Agricool (France) Crop One (UAE) Vertical Harvest (US)

Research CoverageThis report segments the plant factory market based on facility type, growing system, light type, crop type, and region. In terms of insights, this research report focuses on various levels of analysescompetitive landscape, pricing insights, end-use analysis, and company profileswhich together comprise and discuss the basic views on the emerging & high-growth segments of the plant factory market, high-growth regions, countries, industry trends, drivers, restraints, opportunities, and challenges.

Reasons to buy this report To get a comprehensive overview of the plant factory market To gain wide-ranging information about the top players in this industry, their product portfolio details, and the key strategies adopted by them To gain insights about the major countries/regions, in which the plant factory market is flourishingRead the full report: https://www.reportlinker.com/p06130516/?utm_source=GNW

About ReportlinkerReportLinker is an award-winning market research solution. Reportlinker finds and organizes the latest industry data so you get all the market research you need - instantly, in one place.

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The global plant factory market size is estimated to be valued at USD 121.8 billion in - GlobeNewswire

The global aerospace DC-DC converter market size is projected to grow from USD 0.7 billion – GlobeNewswire

New York, Aug. 25, 2021 (GLOBE NEWSWIRE) -- Reportlinker.com announces the release of the report "Aircraft DC-DC Converter Market by Application, Aircraft Type, Form Factor, Input Voltage, Output Voltage, Output Power, Output Number, Type And Region - Forecast to 2030" - https://www.reportlinker.com/p06130517/?utm_source=GNW

The aerospace DC-DC converter market will majorly be driven by the rise in aircraft renewals and deliveries in the forecasted year. The International Air Transportation Association forecast for air travel demand in 2021 is a 50.4% improvement compared to 2020. This will lead to an increase in the demand for manufacturing and procurement of aircraft. According to Boeings Outlook, long-term forecasting considering a short term for replacement and medium-term for revived growth has shown a requirement of 43,110 new airplanes by 2039. This would lead to a spike in aircraft deliveries in Asia Pacific, the Middle East, Africa, and Latin America in commercial, freight, and defense aircraft. These new and renewed aircraft will be equipped with new technologies that consume less power and make them more efficient. This leads to the increase in the demand for aerospace electrical components such as DC-DC converters, which are used in various applications for aircrafts.

The aerospace DC-DC converter market includes major players TDK Lambda Corporation (Japan), Advanced Energy Industries Inc. (US), Murata Manufacturing Co. Ltd. (Japan), Infineon Technologies AG (Germany), and Vicor Corporation (US). These players have spread their business across various countries includes North America, Europe, Asia Pacific, Middle East, and Rest of the World. COVID-19 has impacted their businesses as well. Industry experts believe that COVID-19 has affected aerospace DC-DC converter production and services globally in 2020.

Non-Isolated DC-DC Converters: The largest segment of the Aerospace DC-DC Converter market, by Type.

The non-isolated type DC-DC converter are projected to grow at the highest CAGR rate for the aerospace DC-DC converter market during the forecast period.Non-isolated DC-DC converters in aerospace are used in several sub-systems of UAVs and aircrafts, such as cockpit lighting.

In the aerospace and defense industry, 10 to 20 Amp rated non-isolated DC-DC converters are used.These converters can operate in wide temperatures from -40C to 85C.

All DC-DC converters used in the aerospace and defense industry are of military standard. Texas Instruments LM5161 is one such non-isolated aerospace DC-DC converter used in UAVs.

Multiple Power Output: The fastest-growing segment of the aerospace DC-DC Converter market, by Output Number. Based on the output number, the multiple output DC-DC converters are projected to grow at the highest CAGR rate for the aerospace DC-DC converter market during the forecast period.Multiple output DC-DC converters in the aerospace industry are used in avionics systems in cockpits, where the same voltage level is required for driving many sub-systems.

One such sub-system is the cockpit lighting system in aircrafts. They work for input voltage ranges from 18 volts to 32 volts DC and are capable of providing output DC voltage in the range of 3.3 to 18 volts. These converters have an operating efficiency of as high as 98%. RECOM Powers MD200 provides one 5Vdc output and two 12Vdc outputs.

Brick: The fastest-growing segment of the aerospace DC-DC converter market, by Form Factor. Based on the form factor, the brick DC-DC converter is projected to grow at the highest CAGR for the aerospace DC-DC converter market during the forecast period.Brick DC-DC converters offer products in different sizes, fulfilling the need for a compact DC-DC converter.

These can be further categorized into full brick, half brick, quarter brick, eighth brick, and sixteenth brick.<28v: The fastest-growing segment of the aerospace DC-DC converter market, by Input Voltage. Based on the input voltage, the <28v segment is projected to grow at the highest CAGR rate for the aerospace DC-DC converter market during the forecast period. DC-DC converters work on input voltages below 28 volts; these are compact and provide single output. They are used in UAVs for applications such as controllers. Cranes MTR 40 is one such aerospace DC-DC converter that works on 16 to 40 volts input voltage and provides 3.3 volts DC output.

15v: The fastest-growing segment of the aerospace DC-DC converter market, by Output Voltage. Based on output voltage, the 15v output voltage segment is projected to grow at the highest CAGR rate for the aerospace DC-DC converter market during the forecast period.One of the applications where 15 volts DC supply is required is in the Electric Engine Controller (EEC).

These 15 volts DC-DC converters are isolated converters. Infineons Electronic Power Conditioner (EPC) is one such product designed to provide 15 volts regulated DC output for aircrafts.100-250W: The fastest-growing segment of the aerospace DC-DC converter market, by Output Power. Based on output voltage, the 100-250W output power segment is projected to grow at the highest CAGR rate for the aerospace DC-DC converter market during the forecast period.These DC-DC converters are available in both isolated and non-isolated product types.

As they provide high output of 100-250W, they also operate under an ultra-wide range of input voltage, which is as high as 10:1 for some products.These are optimum solutions for working under harsh environmental conditions and are suitable for military and aerospace applications.

These DC-DC converters also have ecoefficiency from 80% to up to 90%. The demand for these power output DC-DC converters will rise during the forecast period with the increasing onboard electronic systems used in More Electric Aircrafts.Environmental Control System: The fastest-growing segment of the aerospace DC-DC converter market, by Application. Based on application, the environmental control system segment is projected to grow at the highest CAGR rate for the aerospace DC-DC converter market during the forecast period.An environmental control system is used to maintain an appropriate temperature in the cockpit.

It uses temperature sensors as an input.According to the readings of these temperature sensors, the ECS controls the environment in the cockpit.

This again is a very important control system used in planes considering the harsh external environment.The temperature sensors used are RTDs because of their capability of measuring a wide range of temperatures.

DC-DC converters are used to convert the output of RTDs into an appropriate form, which is taken as an input to the controller.Unmanned Aerial Vehicles: The fastest-growing segment of the aerospace DC-DC converter market, by Aircraft Type. Based on aircraft type, the unmanned aerial vehicles segment is projected to grow at the highest CAGR rate for the aerospace DC-DC converter market during the forecast period. Commercial UAVs include all drones that are used in non-military applications such as photography or security purposes.

North America: The largest contributing region in the aerospace DC-DC Converter market.

North America is projected to be the largest regional share of the global aerospace DC-DC converter market during the forecast period.The US is one of the leaders in the aerospace DC-DC converters industry.

Major companies such as Advanced Energy(US), Vicor Corp. (US), Texas Instruments(US), Crane Co.(US), XP Power(US), Bel Fuse Inc.(US), and Astronics(US), and small-scale private companies such as Pico Electronics(US), Abbott Tech(US), VPT(US), Martek Power(US), KGS Electronics(US), SYNQOR(US), and AJs Power Source (US) have their headquarters in the US. The above-mentioned major players continuously invest in the R&D of new & improved designs of aerospace and defense-standard DC-DC converters.The progress of aerospace and defense standard DC-DC converters in North America is growing because of the steady demand in the aerospace sector and the development of new and advanced UAVs. Also, the development of More Electric Aircraft (MEA) demands new and improved aerospace and military-standard DC-DC converters.

Breakdown of primariesThe study contains insights from various industry experts, ranging from component suppliers to Tier 1 companies and OEMs. The break-up of the primaries is as follows: By Company Type: Tier 139%; Tier 237%; and Tier 324% By Designation: C Level35%; Directors27%; and Others38% By Region: North America55%; Europe27%; Asia Pacific9%; and Rest of the World9%

TDK Lambda Corporation (Japan), Advanced Energy Industries Inc. (US), Murata Manufacturing Co. Ltd. (Japan), Infineon Technologies AG (Germany), and Vicor Corporation (US) are some of the leading players operating in the aerospace DC-DC converter market report.

Research CoverageThe study covers the aerospace DC-DC converter market across various segments and subsegments.It aims at estimating the size and growth potential of this market across different segments based on aircraft type, form factor, input voltage, output voltage, output power, output number, type, application and region.

This study also includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to their product and business offerings, recent developments undertaken by them, and key market strategies adopted by them.

Reasons to Buy this ReportThis report is expected to help market leaders/new entrants with information on the closest approximations of the revenue numbers for the overall aerospace DC-DC converter Market and its segments.This study is also expected to provide region wise information about the end use, and wherein aerospace DC-DC converter are used.

This report aims at helping the stakeholders understand the competitive landscape of the market, gain insights to improve the position of their businesses and plan suitable go-to-market strategies. This report is also expected to help them understand the pulse of the market and provide them with information on key drivers, restraints, challenges, and opportunities influencing the growth of the market.Read the full report: https://www.reportlinker.com/p06130517/?utm_source=GNW

About ReportlinkerReportLinker is an award-winning market research solution. Reportlinker finds and organizes the latest industry data so you get all the market research you need - instantly, in one place.

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Airbnb Says It Will Host 20,000 Afghan Refugees Following Taliban Takeover of Afghanistan – Gizmodo

A U.S. soldier watches civilians at a processing center for Afghan refugees at Dulles Expo Center in Chantilly, Virginia on Aug. 24, 2021.Photo: Joshua Roberts (Getty Images)

Airbnb said on Tuesday it will provide free temporary accommodations to 20,000 Afghan refugees fleeing the Talibans virtually complete takeover of Afghanistan in the wake of U.S. military withdrawal, with the program beginning immediately.

CEO Brian Chesky tweeted early Tuesday that the company will begin housing 20,000 Afghan refugees globally for free, adding that while the company will be paying for the stays, we could not do this without the generosity of our Hosts. Chesky added: The displacement and resettlement of Afghan refugees in the US and elsewhere is one of the biggest humanitarian crises of our time. We feel a responsibility to step up.

In a statement, Airbnb said that that it and Chesky would be covering costs through the non-profit 501(c)(3) Airbnb.org, which has previously provided housing for disaster victims and health workers during the novel coronavirus pandemic. The organization will also be soliciting donations for its Refugee Fund. It is working with resettlement agencies and other partners to identify those in need of housing. The company added that it urges fellow members of the global business community to join efforts to provide immediate support to Afghan refugees.

Reached by email, Airbnb did not say how long it would be providing the housing or covering bills. However, the company wrote in the statement it has already provided 165 refugees from Afghanistan safe housing shortly after touching down in the U.S. over the last weekend.

The Taliban, an ultra-reactionary Islamic militant group originally backed by the CIA and Pakistans Inter-Services Intelligence agency to fight the Soviets during the Cold War, controlled Afghanistan from 1996 to 2001, when they were deposed by the U.S. in the wake of the Sept. 11, 2001 terror attacks for providing safe haven to the Al-Qaeda terror network. But it was never even close to being destroyed and continued to fight both the U.S.-led coalition occupying the country and security forces commanded by the U.S.-backed Afghan government. President Joe Bidens administration, having promised to bring an end to the seemingly never-ending U.S. occupation of the country, has so far chosen to abide by a deal struck with the Taliban under Donald Trumps administration to pull out all U.S. troops (though it extended the timeline to the end of August 2021). Despite assurances to the contrary from Bidens administration, the Afghan government put up little resistance and effectively ceased to exist beyond isolated groups of holdouts as Taliban forces consolidated control in mere weeks.

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The 20 disastrous years of U.S. occupation stretched across four presidential administrations, caused hundreds of thousands of deaths and untold economic and social damage. And according to United Nations estimates, ended with just short of 2.5 million registered Afghan refugees. The only part of Afghanistan where U.S. military forces remain stationed is the airport in Kabul, where tens of thousands of refugees desperate to avoid retribution and/or oppression by the resurgent Taliban have fled in recent weeks in a last-ditch effort to board the last planes leaving the country.

The Taliban have since announced that while they will let foreign nationals leave, they will not allow Afghan citizens to reach the airport, and they oppose any continued evacuations beyond Aug. 31. Witnesses have described the militant groups crackdown on dissent and reprisals against those suspected of assisting U.S. or NATO forces during the occupation. On Tuesday, according to CNBC, the Biden administration said it had evacuated or helped evacuate some 58,700 people from Afghanistan since Aug. 14, including about 21,600 airlifted since Monday. According to the Washington Post, Biden told G-7 leaders on Tuesday that he believes the evacuation will be completed by the Aug. 31 deadline. While he is not expected to announce an extension, the White House left open the possibility that the final withdrawal date could change if necessary.

Many of the refugees are currently in squalid conditions, such as in hangars at Doha, Qatars Al Udeid Air Base, where thousands are reportedly being held in searing August temperatures without air conditioning and a dire lack of resources. Axios obtained an email, sent last Friday by U.S. Central Command supervisory special agent Colin Sullivan, detailing conditions at the base including uncleaned human waste and a rat infestation. Sullivan wrote, While not in any way downplaying the conditions in Kabul nor the conditions the Afghanis [sic] are escaping from, the current conditions in Doha are of our own doing.

Airbnb said in the statement that Airbnb.org has provided accommodation to roughly 75,000 people in need since 2012. Chesky tweeted, I hope this inspires other business leaders to do the same. Theres no time to waste.

The company, which operated in Afghanistan during the U.S. occupation and still has a small number of listing there as of Tuesday afternoon, isnt the only one offering to help during the crisis (and implicitly pick up some PR goodwill in the process). According to Reuters, Verizon Inc. has announced plans to waive charges for calls to Afghanistan through Sept. 6, while Walmart is donating $1 million to nonprofits to support Afghan refugees. The Pentagon said this weekend that it has enlisted 18 aircraft from United Airlines, American Airlines, Delta Airlines, and others to take displaced persons to their next destinations after disembarking from flights leaving Afghanistan, Reuters added.

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Airbnb Says It Will Host 20,000 Afghan Refugees Following Taliban Takeover of Afghanistan - Gizmodo

Expert: Now is the time to prepare for the quantum computing revolution – TechRepublic

Though quantum computing is likely five to 10 years away, waiting until it happens will put your organization behind. Don't play catch-up later.

TechRepublic's Karen Roby spoke with Christopher Savoie, CEO and co-founder of Zapata Computing, a quantum application company, about the future of quantum computing. The following is an edited transcript of their conversation.

SEE: The CIO's guide to quantum computing (free PDF) (TechRepublic)

Christoper Savoie: There are two types of quantum-computing algorithms if you will. There are those that will require what we call a fault-tolerant computing system, one that doesn't have error, for all intents and purposes, that's corrected for error, which is the way most classical computers are now. They don't make errors in their calculations, or at least we hope they don't, not at any significant rate. And eventually we'll have these fault-tolerant quantum computers. People are working on it. We've proven that it can happen already, so that is down the line. But it's in the five- to 10-year range that it's going to take until we have that hardware available. But that's where a lot of the promises for these exponentially faster algorithms. So, these are the algorithms that will use these fault-tolerant computers to basically look at all the options available in a combinatorial matrix.

So, if you have something like Monte Carlo simulation, you can try significantly all the different variables that are possible and look at every possible combination and find the best optimal solution. So, that's really, practically impossible on today's classical computers. You have to choose what variables you're going to use and reduce things and take shortcuts. But with these fault-tolerant computers, for significantly many of the possible solutions in the solution space, we can look at all of the combinations. So, you can imagine almost an infinite amount or an exponential amount of variables that you can try out to see what your best solution is. In things like CCAR [Comprehensive Capital Analysis and Review], Dodd-Frank [Dodd-Frank Wall Street Reform and Consumer Protection Act] compliance, these things where you have to do these complex simulations, we rely on a Monte Carlo simulation.

So, trying all of the possible scenarios. That's not possible today, but this fault tolerance will allow us to try significantly all of the different combinations, which will hopefully give us the ability to predict the future in a much better way, which is important in these financial applications. But we don't have those computers today. They will be available sometime in the future. I hate putting a date on it, but think about it on the decade time horizon. On the other hand, there are these nearer-term algorithms that run on these noisy, so not error-corrected, noisy intermediate-scale quantum devices. We call them NISQ for short. And these are more heuristic types of algorithms that are tolerant to noise, much like neural networks are today in classical computing and [artificial intelligence] AI. You can deal a little bit with the sparse data and maybe some error in the data or other areas of your calculation. Because it's an about-type of calculation like neural networks do. It's not looking at the exact answers, all of them and figuring out which one is definitely the best. This is an approximate algorithm that iterates and tries to get closer and closer to the right answer.

SEE: Hiring Kit: Video Game Designer (TechRepublic Premium)

But we know that neural networks work this way, deep neural networks. AI, in its current state, uses this type of algorithm, these heuristics. Most of what we do in computation nowadays and finance is heuristic in its nature and statistical in its nature, and it works good enough to do some really good work. In algorithmic trading, in risk analysis, this is what we use today. And these quantum versions of that will also be able to give us some advantage and maybe an advantage overwe've been able to show in recent workthe purely classical version of that. So, we'll have some quantum-augmented AI, quantum-augmented [machine learning] ML. We call it a quantum-enhanced ML or quantum-enhanced optimization that we'll be able to do.

So, people think of this as a dichotomy. We have these NISQ machines, and they're faulty, and then one day we'll wake up and we'll have this fault tolerance, but it's really not that way. These faulty algorithms, if you will, these heuristics that are about, they will still work and they may work better than the fault-tolerant algorithms for some problems and some datasets, so this really is a gradient. It really is. You'd have a false sense of solace, maybe two. "Oh well, if that's 10 years down the road we can just wait and let's wait till we wake up and have fault tolerance." But really the algorithms are going to be progressing. And the things that we develop now will still be useful in that fault-tolerant regime. And the patents will all be good for the stuff that we do now.

So, thinking that, "OK, this is a 10 year time horizon for those fault-tolerant computers. Our organization is just going to wait." Well, if you do, you get a couple of things. You're not going to have the workforce in place to be able to take advantage of this. You're probably not going to have the infrastructure in place to be able to take advantage of this. And meanwhile, all of your competitors and their vendors have acquired a portfolio of patents on these methodologies that are good for 20 years. So, if you wait five years from now and there's a patent four years down the line, that's good for 24 years. So there really is, I think, an incentive for organizations to really start working, even in this NISQ, this noisier regime that we're in today.

Karen Roby: You get a little false sense of security, as you mentioned, of something, oh, you say that's 10 years down the line, but really with this, you don't have the luxury of catching up if you wait too long. This is something that people need to be focused on now for what is down the road.

SEE: Quantum entanglement-as-a-service: "The key technology" for unbreakable networks (TechRepublic)

Christoper Savoie: Yes, absolutely. And in finance, if you have a better ability to detect risks then than your competitors; you're at a huge advantage to be able to find alpha in the market. If you can do that better than others, you're going to be at a huge advantage. And if you're blocked by people's patents or blocked by the fact that your workforce doesn't know how to use these things, you're really behind the eight ball. And we've seen this time and time again with different technology evolutions and revolutions. With big data and our use of big data, with that infrastructure, with AI and machine learning. The organizations that have waited generally have found themselves behind the eight ball, and it's really hard to catch up because this stuff is changing daily, weekly, and new inventions are happening. And if you don't have a workforce that's up and running and an infrastructure ready to accept this, it's really hard to catch up with your competitors.

Karen Roby: You've touched on this a little bit, but really for the finance industry, this can be transformative, really significant what quantum computing can do.

Christoper Savoie: Absolutely. At the end of the day, finance is math, and we can do better math and more accurate math on large datasets with quantum computing. There is no question about that. It's no longer an "if." Google has, with their experiment, proven that at some point we're going to have a machine that is definitely going to be better at doing math, some types of math, than classical computers. With that premise, if you're in a field that depends on math, that depends on numbers, which is everything, and statistics, which is finance, no matter what side you're on. If you're on the risk side or the investing side, you're going to need to have the best tools. And that doesn't mean you have to be an algorithmic trader necessarily, but even looking at tail risk and creating portfolios and this kind of thing. You're dependent on being able to quickly ascertain what that risk is, and computing is the only way to do that.

SEE: The quantum decade: IBM predicts the 2020s will see quantum begin to solve real problems (TechRepublic)

And on the regulatory side, I mentioned CCAR. I think as these capabilities emerge, it allows the regulators to ask for even more scenarios to be simulated, those things that are a big headache for a lot of companies. But it's important because our global financial system depends on stability and predictability, and to be able to have a computational resource like quantum that's going to allow us to see more variables or more possibilities or more disaster scenarios. It can really help. "What is the effect of, say, a COVID-type event on the global financial system?" To be more predictive of that and more accurate at doing that is good for everybody. I think all boats rise, and quantum is definitely going to give us that advantage as well.

Karen Roby: Most definitely. And Christopher, before I let you go, if you would just give us a quick snapshot of Zapata Computing and the work that you guys do.

Christoper Savoie: We have two really important components to try and make this stuff reality. On the one hand, we've got over 30 of the brightest young minds and algorithms, particularly for these near-term devices and how to write those. We've written some of the fundamental algorithms that are out there to be used on quantum computers. On the other hand, how do you make those things work? That's a software engineering thing. That's not really quantum science. How do you make the big data work? And that's all the boring stuff of ETL and data transformation and digitalization and cloud and multicloud and all this boring but very important stuff. So basically Zapata is a company that has the best of the algorithms, but also best-of-breed means of actually software engineering that in a modern, multicloud environment that particularly finance companies, banks, they're regulated companies with a lot of data that is sensitive and private and proprietary. So, you need to be able to work in a safe and secure multicloud environment, and that's what our software engineering side allows us to do. We have the best of both worlds there.

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