The promise of quantum computers | Matt Langione

85,733 views ・ 2021-03-09

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What will the biggest challenges of the 21st century turn out to be?
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Today, one might guess climate change, public health, inequality,
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but the truth is we don't yet know.
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What we do know
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is that supercomputing will have to be part of the solution.
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For nearly a hundred years,
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our reliance on high-performance computers
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in the face of our most urgent challenges
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has grown and grown,
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from cracking Nazi codes to sequencing the human genome.
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Computer processors have risen to meet increasingly critical and complex demands
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by getting smaller, faster and better year after year,
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as if by magic.
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But there's a problem.
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At the very moment that our reliance on computers is growing faster than ever,
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progress in compute power
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is coming to a standstill.
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The magic is just about spent.
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The timing couldn't be worse.
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We rarely talk about it, but for all that we've accomplished with computers,
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there remain a startling number of things that computers still can't do,
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at a great cost to business and society.
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The dream of near-instant computational drug design, for instance,
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has yet to come to fruition, nearly 50 years after it was first conceived.
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Never has that been clearer than now,
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as the world sits in a state of isolation and paralysis,
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as we await a vaccine for COVID-19.
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But drug discovery is just one area in which researchers are beset --
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and in some cases, blocked entirely --
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by the inadequacy of even today's fastest supercomputers,
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putting great constraints in areas like climate change,
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and in value creation in areas like finance and logistics.
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In the past,
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we could rely on supercomputers simply getting better and faster,
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as parts got smaller and smaller every year,
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but no longer.
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For now, we're drawing up against a hard physical limit.
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Transistors have become so minuscule
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that they're fast approaching the size of an atom.
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Such a state of affairs invites a natural follow-up question,
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and it's one that I've spent the last several years
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encouraging business leaders and policy makers to address:
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If not traditional supercomputers,
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what technology will emerge
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to arm us against the challenges of the 21st century?
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Enter quantum computing.
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Quantum computers like this one
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promise to address the atomic limitation
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by exploiting subatomic physical properties
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that weren't even known to man a hundred years ago.
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How does it work?
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Quantum computing enables a departure from two major constraints
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of classical semiconductor computing.
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Classical computers operate deterministically:
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everything is either yes or no, on or off, with no in between.
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They also operate serially; they can only do one thing at a time.
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Quantum computers operate probabilistically, and most importantly,
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they operate simultaneously, thanks to three properties --
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superposition, entanglement and interference --
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which allow them to explore many possibilities at once.
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To illustrate how this works, imagine a computer is trying to solve a maze.
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The classical computer would do so by exhausting every potential pathway
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in a sequence.
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If it came across a roadblock on the first path,
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it would simply rule that out as a solution,
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revert to its original position
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and try the next logical path,
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and so on and so forth until it found the right solution.
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A quantum computer could test every single pathway
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at the same time,
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in effect, solving the maze in only a single try.
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As it happens,
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many complex problems are characterized by this mazelike quality,
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especially simulation and optimization problems,
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some of which can be solved exponentially faster
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with a quantum computer.
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But is there really value to this so-called quantum speedup?
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In order to believe that we need faster supercomputers,
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we need to first believe that our problems are indeed computational in nature.
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It turns out that many are, at least in part.
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For an example, let’s turn to fertilizer production,
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one of the hallmark problems in the science of climate change.
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The way most fertilizer is produced today
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is by fusing nitrogen and hydrogen to make ammonia,
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which is the active ingredient.
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The process works,
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but only at a severe, a severe cost
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to businesses, who spend 100 to 300 billion every year,
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and to the environment:
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three to five percent of the world's natural gas
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is expended on fertilizer synthesis
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every single year.
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So why have scientists failed to develop a more efficient process?
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The reason is that in order to do so,
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they would need to simulate the mazelike molecular interactions
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that make up the electrostatic field of the key catalyst, nitrogenase.
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Scientists actually know how to do that today,
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but it would take 800,000 years on the world's fastest supercomputer.
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With a full-scale quantum computer,
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less than 24 hours.
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For another example, let's return to drug discovery,
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a process COVID-19 has brought into sharp focus for most of us
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for the very first time.
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Designing a vaccine for an infectious disease like COVID-19,
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from identifying the drivers of the disease,
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to screening millions of candidate activators and inhibitors,
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is a process that typically takes 10 or more years per drug,
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90 percent of which fail to pass clinical trials.
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The cost to pharmaceutical companies is two to three billion dollars
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per approved drug.
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But the social costs of delays and failures are much, much higher.
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More than eight million people die every year of infectious diseases.
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That's 15 times as many people as died during the first six months
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of the coronavirus pandemic.
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So why has computational drug design failed to live up to expectations?
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Again, it's a matter of limited computational resources, at least in part.
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If identifying a disease pathway in the body is like a lock,
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designing a drug requires searching through a massive chemical space,
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effectively a maze of molecular structures,
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to find the right compound,
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to find a key, in other words, that fits the lock.
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The problem is that tracing the entire relevant span of chemical space
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and converting it into a searchable database for drug design
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would take 5 trillion trillion, trillion, trillion years
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on the world's fastest supercomputer.
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On a quantum computer, a little more than a half hour.
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But quantum computing is not just about triumphs in the lab.
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The flow of progress and industries of all kinds is currently blocked
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by discreet, but intractable computational constraints
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that have a real impact on business and society.
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For what may seem an unlikely example, let's turn to banks.
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What if banks were able to lend more freely
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to individuals, entrepreneurs and businesses?
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One of the key holdups today
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is that banks keep 10 to 15 percent of assets in cash reserves,
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in part, because their risk simulations are compute constrained.
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They can’t account for global or whole-market risks that are rare
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but severe and unpredictable.
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Black swan events, for example.
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Now, 10 to 15 percent is a whole lot of money.
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When you consider that for every one-percent reduction in cash reserves,
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it would lead to an extra trillion dollars of investible capital.
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What this means is that if banks ultimately became comfortable enough
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with quantum-powered risk simulations
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to reduce cash reserves to, say, five to 10 percent of assets,
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the effect would be like a COVID-19-level stimulus
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for individuals and businesses
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every single year.
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Once the transformative power of quantum computing is clear,
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the question then becomes: Well, how long must we wait?
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Researchers are cautious when asked about the timeline to quantum advantage.
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Rightly so -- there remain a number of critical hurdles to overcome,
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and not just engineering challenges,
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but fundamental scientific questions about the nature of quantum mechanics.
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As a result, it may be one, two, even three decades
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before quantum computers fully mature.
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Some executives that I've spoken with have come to the conclusion on this basis
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that they can afford to wait,
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that they can afford to postpone investing.
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I believe this to be a real mistake,
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for while some technologies develop steadily,
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according to the laws of cumulative causation,
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many emerge as precipitous breakthroughs,
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almost overnight defying any timeline that could be drawn out in advance.
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Quantum computing is a candidate for just such a breakthrough,
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having already reached a number of critical milestones
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decades ahead of schedule.
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In the late 80s, for example,
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many researchers thought that the basic building block of quantum computing,
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the qubit,
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would take a hundred years to build.
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Ten years later, it arrived.
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Now IBM has nearly 500 qubits across 29 machines,
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available for client use and research.
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What this means is that we should worry less
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about quantum computers arriving too late
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and more about them arriving too soon,
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before the necessary preparations have been made.
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For to quote one Nobel prize winning physicist,
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"Quantum computers are more different from current computers
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than current computers are
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from the abacus."
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It'll take time to make the necessary workflow integrations.
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It'll take time to onboard the right talent.
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Most importantly,
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it'll take time, not to mention vision and imagination,
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to identify and scope high-value problems
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for quantum computers to tackle for your business.
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Governments are already investing heavily in quantum technologies --
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15 billion dollars among China, Europe and the US.
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And VCs are following suit.
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But what's needed now to accelerate innovation
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is business investment in developing use cases,
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in onboarding talent
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and on experimenting with real quantum computers
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that are available today.
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In a world such as ours,
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the demands of innovation can't be put off for another day.
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Leaders must act now,
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for the processor speedups that have driven innovation for nearly 70 years
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are set to stop dead in their tracks.
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The race toward a new age of magic and supercomputing is already underway.
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It's one we can't afford to lose.
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Quantum computers are in pole position. They're the car to beat.
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Thank you.
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