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Monthly Archives: May 2022
What You Can Buy With Just One Single Bitcoin – Lifehacker
Posted: May 11, 2022 at 11:53 am
Photo: Thitiwat Thapanakriengkai (Shutterstock)
The ever-volatile cryptocurrency is currently experiencing some of its patented volatility. Bitcoin has reached a ten-month low, falling below $33,000 for the first time since July of 2021, down 50% from its peak price. As of this writing, the price of one Bitcoin is hovering around $30,000but even at half of its previous value, thats still a lot of scratch. Heres a list of ideas on how to spend your Bitcoin, should you have a full one burning a hole in your pocket.
A souped-up 2022 Honda Accord. A 2022 Honda Accord has an MSRP (manufacturers suggested retail price for the non-car savvy among us) of $26,120. Leaving just under $4,000 for upgrades, with one Bitcoin you can buy yourself one of the most reliable midsize sedans equipped with chrome wheels, parking sensors, and a wireless phone charger, should you so choose.
Two Cameos from boxing legend Floyd Mayweather. Ever since Cameo burst onto the scene in 2016, over 30,000 celebrities have joined the platform to send personalized videos to fans. The websites most expensive celebrity for personal videos is Floyd Mayweather, who charges a cool $15,000 per message. With one Bitcoin, you can ask Floyd Mayweather to say whatever your heart desires, with enough buffer for a mulligan if you dont like what you chose the first time.
One semester of tuition at NYU. If youre impressionable like me, you saw Greta Gerwigs Ladybird and thought, hmm, maybe I should go to NYU. If you have one Bitcoin on your person, thats enough capital to cash in exactly one semesters worth of tuition at one of Americas most expensive universities. Bear in mind, if you plan to board at the university for this semester, youre going to need another Bitcoin.
A hefty kitchen remodel. A new set of appliances? Go for it. Granite countertops? Why not! In reality, a kitchen remodel can cost as much as you want it to cost, but its safe to say for the price of one Bitcoin, you can treat yourself to an updated kitchen.
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250 years of a Planet Fitness membership. If getting in shape was one of your 2022 resolutions, you still have time. And if you have a Bitcoin youre looking to get rid of, you can even cash it in for 3,000 months worth of a Planet Fitness $10 per month membership. They may even give you a discount if you tell them youre willing to commit to a quarter-millenium contract.
Finance a sequel to the documentary Catfish. In 2010, Nev Schulman burst onto the scene with his documentary film about people who create fake social network presences to fool people while online dating. This cult classic cost only $30,000 to produce, so should you be able to convince everyone to come back for a sequel at their exact same pay rate, you too can be the producer of a well-regarded, gripping documentary.
VIP tickets to see Olivia Rodrigo with nine of your closest friends. Youre not impervious to a certified bop. Im sure ever since the Sour tour was announced, youve been glancing at Stubhub to see how much itd cost you to see Americas sweetheart with nine of your closest pals. Turns out with a going rate of $3,000 per VIP ticket, the answer is one measly Bitcoin.
A Cartier engagement ring. Ready to show that special person in your life that theyre the one for you? Go ahead and trade your Bitcoin for this Cartier engagement ring. Conversely, should you decide to eschew a ring, the cost of one Bitcoin just so happens to be about the average cost of a wedding.
A new 2022 Coachman RV Apex Nano 185BH. If youre the outdoorsy-type, Im sure youve had your eye on the 2022 Coachman RV Apex Nano for a while now. Not only can this bad boy comfortably sleep five, it also comes equipped with a microwave and a two-burner cooktop. For just one Bitcoin, you can travel in style while you roadtrip to one of Americas least visited states.
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2022 Bitcoin Obituaries List Outpaces First 3 Years, Schiff Says Its ‘Highly Likely Bitcoin Will Crash Below $10K’ Featured Bitcoin News – Bitcoin…
Posted: at 11:53 am
While bitcoins price has dropped to levels not seen since January 2022, a number of detractors think bitcoin is on its death bed. Data stemming from the Bitcoin Obituaries list shows the leading crypto has died seven times in 2022, outpacing the first three years of obituaries by year written by bitcoin haters. The last obituary written about bitcoin, opined by the financial journalist, John Plender, claims the leading crypto asset follows the greater fools scenario.
During the course of Bitcoins 13 years, the leading crypto asset has been deemed dead or extremely close to death by many journalists, economists, analysts, and financial experts. In fact, these types of opinions happen so much, that the team at 99bitcoins.com curated a list called the Bitcoin Obituaries. The data from the website shows bitcoin (BTC) has died 447 times since the list was started in 2010. That particular opinion that said bitcoin was dead was written on December 15, 2010 in a post called: Why bitcoin cant be a currency.
As the years continued, bitcoin obituaries were published more often, and during the bull run of 2017, there was 124 bitcoin obituaries added to the web portal. The following year in 2018, bitcoin died 93 times, and in 2019, only 41 deaths were recorded. 2020 saw a smaller number of bitcoin obituaries, as the year only saw 14 listed on the website. In 2021, bitcoin obituaries picked up the pace again, and the leading crypto asset saw 47 obituaries written about its so-called demise.
In 2022, theres only been seven bitcoin obituaries recorded, but the year is not over and it has outpaced 2010, 2011, and 2012 by the number of yearly obituaries so far. Bitcoins price has experienced a downturn in recent weeks, and its quite possible even more bitcoin obituaries will be added this year. The last obituary listed on 99bitcoins.com was written by the British financial journalist and columnist for the Financial Times (FT), John Plender. The post listed as: Bitcoin Will Run Out of Greater Fools, quotes Plenders statements from his April editorial. While Plender does not believe in bitcoin, the FT columnist does think blockchain is a powerful technology.
There can be no denying the astonishing power of blockchain technology, which is here to last, Plender writes in his FT editorial. Yet bitcoin is intangible, risky and incomprehensible to most human beings. While it is increasingly gaining acceptance among professional investors, its performance this year makes it hard to believe it can topple gold from its position as the ultimate bolt hole for frightened money. The financial journalist adds:
As for the important cultural dimension of the argument, bitcoin, frankincense and myrrh lacks a certain ring. The supply of greater fools will in due course run out.
While bitcoin is not dead, the cryptocurrency still has many detractors like the Iranian-American economist Nouriel Roubini, and the economist and gold bug Peter Schiff. The gold bug Schiff believes bitcoin and other crypto assets will keep falling in value. Schiff recently held a poll on Twitter after he said: If bitcoin breaks decisively below $30K it seems highly likely that it will crash below $10K. Schiff then added that this means any BTC holder has an important decision to make. What will you do? Schiff asked. You had better decide now so you dont panic and make a rash spur-of-the-moment decision.
Schiff then left a poll in his Twitter thread that gives people some choices on what they would do. Choice one was it wont break below $30K, which received 19.6% of the 37,000 votes. 54.5% said they would HODL, and 15.5% said they would sell and buy lower. Roughly 10.4% of the surveyed participants said they would sell bitcoin and would not rebuy. In Schiffs eyes bitcoin will always be dead, and he wholeheartedly believes the precious metal gold will continue to soar.
The 6% weekend drop in bitcoin was in fact a leading indicator of weakness in other risk assets as stock market futures are trading down 1%, Schiff said on Monday. Once investors figure out that Fed rate hikes will result in recession but not a significant reduction in inflation, gold will soar, the bitcoin detractor added.
What do you think about the Bitcoin Obituaries list hosted on 99bitcoins.com and John Plenders opinion? What do you think about Peter Schiffs opinion about bitcoin and his recent Twitter poll? Let us know what you think about this subject in the comments section below.
Jamie Redman is the News Lead at Bitcoin.com News and a financial tech journalist living in Florida. Redman has been an active member of the cryptocurrency community since 2011. He has a passion for Bitcoin, open-source code, and decentralized applications. Since September 2015, Redman has written more than 5,000 articles for Bitcoin.com News about the disruptive protocols emerging today.
Image Credits: Shutterstock, Pixabay, Wiki Commons
Disclaimer: This article is for informational purposes only. It is not a direct offer or solicitation of an offer to buy or sell, or a recommendation or endorsement of any products, services, or companies. Bitcoin.com does not provide investment, tax, legal, or accounting advice. Neither the company nor the author is responsible, directly or indirectly, for any damage or loss caused or alleged to be caused by or in connection with the use of or reliance on any content, goods or services mentioned in this article.
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Yieldstreet’s Crypto Wallet Helps Investors Store and Convert Bitcoin and Ethereum – Business Wire
Posted: at 11:52 am
NEW YORK--(BUSINESS WIRE)--Yieldstreet, an alternative investment platform that has funded more than $3 billion in private market opportunities since inception, is launching a crypto wallet, a tool that allows investors to deposit Bitcoin and Ethereum with the option to seamlessly convert them into fiat currency to invest in Yieldstreets offerings.
Yieldstreets crypto wallet can allow you to safely store and - most importantly - to swiftly convert cryptocurrency. At Yieldstreet, we believe investors who own Bitcoin or Ethereum1 - and potentially some additional cryptocurrencies in the future - should have the flexibility to deposit them just as they would fiat currency and should not have to go to third parties for conversion if they decide to diversify away from crypto and invest in other alternative assets, said Michael Weisz, Founder and President of Yieldstreet.
Investors who want to deposit their Bitcoin or Ethereum on Yieldstreet can create a specific crypto wallet and use their Yieldstreet wallets address to transfer funds from other exchanges or from their personal crypto wallets, a widely-used industry protocol. The currency will be stored in a custodian-managed secured account.
The wallet can be utilized to invest in Yieldstreets offerings, across a wide array of alternative asset classes, including opportunities for exposure to digital assets through third-party funds. Subject to the approval of an investment request, Yieldstreet will automatically convert to USD via a trusted third party.
About Yieldstreet
Yieldstreet is reimagining how wealth is created by providing access to alternative investments previously reserved only for institutions and the ultra-wealthy. Yieldstreets mission is to help millions of people generate $3 billion of income outside the traditional public markets by 2025. Its award-winning technology platform provides access to investment products across a range of asset classes such as Real Estate, Commercial, Consumer, Art, Legal Finance, Venture Capital, and Private Equity. Since its founding in 2015, Yieldstreet has funded over $3 billion of investments and is committed to making financial products more inclusive by creating a modern investment portfolio. The company, headquartered in New York City with offices in Brazil, Greece, and Malta, is backed by leading venture capital firms. Join the movement at http://www.yieldstreet.com.
1 Combined, Bitcoin and Ethereum amount to 70% of the cryptocurrency market, as of November 2021.
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RBI Intimidated Coinbase To Halt Trading Of Bitcoin, Dogecoin – Benzinga – Benzinga
Posted: at 11:52 am
American cryptocurrency exchange platform Coinbase Global Inc's COIN chief blamed India's central bank for putting "informal pressure" weeks after it halted trading service in the country.
What Happened: The crypto exchange's CEOBrian Armstrong on the company's quarterly earnings call, on Tuesday, said, "So a few days after launching, we ended up disabling UPI because of some informal pressure from the Reserve Bank of India, which is kind of the Treasury equivalent there."
See Also:India Not Done: Another 28% Tax On Bitcoin, Ethereum, Dogecoin Could Be Coming
He further added that the exchange desk, which enables the trading of cryptos likeBitcoin BTC/USD, Ethereum ETH/USD, Dogecoin DOGE/USD is now working with the central bank and would shortly return to India with new payment systems in place.
"India is a unique market in the sense that the Supreme Court has ruled that they can't ban crypto, but there are elements in the government there, including at the Reserve Bank of India, who don't seem to be as positive on it. And so it's been called a 'shadow ban.' Basically, they're applying soft pressure behind the scenes to try to disable some of these payments, which might be going through UPI," Armstrong added.
This came after the US-based exchange forayed with its operations in the Indian market on April 7 through a mega launch event in Bengaluru. The company said it would allow users to deposit money using the Unified Payments Interface (UPI), which has become the most preferred payment mode in India in recent times. However, it did not go well with the National Payments Corporation of India (NPCI) the central bank's unit for all retail payment systems in India. Later that evening, NPCI issued a statement saying it is 'not aware of any crypto exchange using UPI;' thereby,forcing Coinbase to withdraw its services in India.
Price Action: According to data from Benzinga Pro, Coinbase shares closed 12.60% lower at $72.99 on Tuesday.
Photo: Courtesy of Marco Verch on Flickr
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R. Kiyosaki asserts ‘Bitcoin is in a bear market’ but so are stocks and bonds – Finbold – Finance in Bold
Posted: at 11:52 am
As the bearish streak for the entire cryptocurrency market along with its major assets, such as Bitcoin (BTC) and Ethereum (ETH) continues, a lot of the market participants are starting to wonder about its strength and viability in the long run.
Author of the personal finance book Rich Dad, Poor Dad Robert Kiyosaki, discussed these important issues with Jeff Wang, a contributor to the Rich Dad crypto newsletter, on his YouTube channel on May 11.
During the discussion, Kiyosaki noted that everybody says crypto is in a bear market or Bitcoin is in a bear market. However, he also pointed out that so is the stock market and so is the bond market.
Likewise, Wang touched upon the correlation between crypto and the stock market, as well as cryptos advantage over the other, explaining that:
Crypto over the years has gotten closer and closer to being extremely correlated with the stock market and particularly growth stocks. If you look at NASDAQ, its down 21% year-to-date. Bitcoins actually outperformed that its only down 17% year-to-date.
He concluded that even though stock markets and crypto are in a bear market, you can see crypto is very tightly correlated with the tech stocks.
Asked whether he expected the dot-com crash would happen to all the new crypto coins and projects popping out every day, Wang said crypto would probably continue to remain correlated with growth stocks, but that 98.9% of the coins will probably be worthless.
Wang asserted that there were very few coins that are actually building real value, but that all the other coins are just cash grabs theyre just copies and clones of each other, so its very important to know which coins are trying to do something for the world and what are the projects that are there just to make money.
The topic of the discussion then switched to the central bank digital currencies (CBDCs) and the issue of governments potentially using them to exercise control over the crypto market, or even trying to stop crypto and Bitcoin altogether.
Wang believes that CBDCs have their pros, including instant settlements and cutting out the middlemen, but also their cons, which is greater government oversight of everyones transactions.
Finally, Kiyosaki asked Wang whether the government will ever be able to stop Bitcoin, to which Wang asserted his position that the government will never be able to stop Bitcoin because they can only control the conversions to USD.
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R. Kiyosaki asserts 'Bitcoin is in a bear market' but so are stocks and bonds - Finbold - Finance in Bold
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Billionaire Mike Novogratz Warns Bitcoin and Crypto Carnage Far From Over – The Daily Hodl
Posted: at 11:52 am
Galaxy Digital CEO and billionaire Mike Novogratz says he doesnt think the crypto markets will bounce back any time soon.
In the 2022 Galaxy Digital Q1 investor call, the CEO of the investment management firm says even though increased adoption from traditional finance firms has kept him optimistic about the crypto space overall, hes not bullish on the next few quarters.
Crypto probably trades correlated to the NASDAQ until we hit a new equilibrium My instinct is theres some more damage to be done, and that will trade in a very choppy, volatile and difficult market for at least the next few quarters before people getting some sense that were at an equilibrium. At that point Im actually quite optimistic.
This week, Galaxy Digital announced a net comprehensive loss of $111.7 million in Q1 due to the large digital asset price declines. The firm gained $858.2 million in the prior year period.
Novogratz says that Galaxy Digital is holding strong despite the turbulence.
Galaxy demonstrated yet another strong quarter against the backdrop of digital asset price declines, and I am proud to see the durability and sustained profitability of our operational business lines, including record contributions from our Investment Banking and Mining segments.
Novogratz predicts top crypto asset by market cap Bitcoin (BTC) will hold around $30,000 while leading smart contract platform Ethereum (ETH) will hold the $2,000 mark. Bitcoin is trading at $30,888.27 at time of writing and Ethereumis currently priced at $2,348.21.
Featured Image: Amelia Murphy/Shutterstock/Natalia Siiatovskaia
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Bitcoin Miners Reach the Halfway Point to the Next Block Reward Halving Bitcoin News – Bitcoin News
Posted: at 11:52 am
On May 5, 2022, at block height 735,000, the bitcoin mining pool Poolin mined the 105,000th block reward since the last halving. The mined block also represents the halfway point to the next halving that is estimated to take place on or around April 27, 2024. Block 735,000 follows the network issuing over 19 million bitcoin and the hashrate reaching an all-time high three days ago on May 2.
The Bitcoin network is getting closer to the next halving which is estimated to happen on or around April 27, 2024, or 723 days from now. At block height 735,000, the 105,000th block was mined and theres now 105,000 left to go until the next halving. At the time of writing, data shows that theres 104,928 block subsidy rewards left to mine.
Presently, bitcoin miners get 6.25 BTC for a block reward and the fees associated with the confirmed transactions. Poolin earned the 6.25 BTC and 0.16215354 BTC worth of network fees associated with the block rewards 1,487 transactions. The halfway point to the halving follows Bitcoins hashrate all-time high (ATH) recorded on May 2, 2022, at block height 734,577.
On that day, BTCs hashrate reached an ATH at 275.01 exahash per second (EH/s). At the time of writing, the network has 767 blocks left until the next difficulty retarget which is expected to happen on or around May 10, 2022. A difficulty increase of around 5.29% is estimated to happen after the last difficulty change of around 5.56%.
When the next halving occurs, bitcoin miners will see their revenues shaved in half as the block subsidy reward will change from the current 6.25 BTC reward to 3.125 BTC. The current Bitcoin network issuance has an inflation rate of around 1.74% per annum. So far, throughout Bitcoins entire lifetime, only three halvings have occurred.
The first Bitcoin block reward halving took place on November 28, 2012, at block height 210,000. The second halving occurred on July 9, 2016, at block height 420,000, and the third halving event took place on May 11, 2020, at block height 630,000. The next halving thats expected to happen on or around April 27, 2024, will occur at block height 840,000.
The U.S. Federal Reserve and other central banks worldwide like to target a 2% inflation rate per annum, but that has changed a great deal since the Covid-19 pandemic and the monetary supply expansions that took place globally. Bitcoins current inflation rate of 1.74% per annum is much better than the central banks long lost target rate.
When the next halving occurs 105,000 blocks from now, Bitcoins inflation rate will be an estimated 1.1% per annum. Because Bitcoin has a predictable monetary supply, we can also estimate that by the 2028 block subsidy halving, Bitcoins inflation rate will be an estimated 0.5% per annum.
What do you think about reaching the halfway point until the next Bitcoin network halving? Let us know what you think about this subject in the comments section below.
Jamie Redman is the News Lead at Bitcoin.com News and a financial tech journalist living in Florida. Redman has been an active member of the cryptocurrency community since 2011. He has a passion for Bitcoin, open-source code, and decentralized applications. Since September 2015, Redman has written more than 5,000 articles for Bitcoin.com News about the disruptive protocols emerging today.
Image Credits: Shutterstock, Pixabay, Wiki Commons
Disclaimer: This article is for informational purposes only. It is not a direct offer or solicitation of an offer to buy or sell, or a recommendation or endorsement of any products, services, or companies. Bitcoin.com does not provide investment, tax, legal, or accounting advice. Neither the company nor the author is responsible, directly or indirectly, for any damage or loss caused or alleged to be caused by or in connection with the use of or reliance on any content, goods or services mentioned in this article.
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Finland is just days away from applying for NATO membership – CNBC
Posted: at 11:51 am
HELSINKI, Finland After completing a few more steps, Finland will be ready to send its application to join the NATO military alliance, the country's foreign affairs minister told CNBC Tuesday.
The Nordic nation has been considering joining the alliance in the wake of Russia's unprovoked invasion of Ukraine. Finland's Prime Minister Sanna Marin has previously said the invasion "changed the security policy situation in such a way that there is no going back to the way things were."
Joining NATO would mark a sharp U-turn in Finland's decades-long policy of neutrality but could lead to a backlash from Russia, where President Vladimir Putin has been vocal about his opposition to NATO enlargement.
"When all our political parties are ready and the latest, the Social Democrats on Saturday then we are ready to move as [a] government forward and then this discussion, of course, on the NATO membership, will come to the Parliament, starting probably next Monday. But then we are, after that, ready to send an application," Pekka Haavisto, Finland's minister for foreign affairs, said.
Finland is currently led by a five-party coalition government. Finnish president, Sauli Niinisto, is due to announce his opinion on the country's membership of NATO Thursday, kicking off a sequence of events that should result in the formal application being sent through.
But Finland is not alone in reconsidering its security policy. Neighboring Sweden has also been reviewing its stance in the aftermath of Russia's onslaught in Ukraine.
"I've been really much in favor of us [Finland and Sweden] joining together and now it looks like we have a parallel process, which could end in a similar way," Haavisto told CNBC, adding that Sweden is likely to send its NATO application "around the same time" as Finland.
"We have very good cooperation on military issues with Sweden, actually, we can have a common surveillance of our airspace, on our maritime areas and so forth, and we are relying very much [on] each other, and of course, if it so happens in the future that one is in the ... defense alliance and the other one is not that might hamper also our good cooperation," he said about the reasoning behind applying at the same time.
Several NATO members, notably Germany and the United States, have said they are ready to provide security guarantees to Stockholm and Helsinki during the period of time between their applications and official membership.
Before both countries join the defense alliance, the 30 members already in NATO have to approve their applications. A process that is likely to take at least some months.
NATO Secretary General Jens Stoltenberg has spoken about a "minimum delay" for their applications.
In the meantime, Finland is hoping to receive some political commitments from the alliance at a summit in June, due to take place in Madrid, Spain.
"Madrid is very important for political commitments and, on the highest level, welcoming new member states like Finland and Sweden," Haavisto said.
"But even prior to that, the NATO Council certainly will discuss this matter and we are also expecting that single NATO member states will give their commitments and opinions immediately when Finland and Sweden will send an application," he added.
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How Putin’s invasion returned Nato to the centre stage | Thomas Meaney – The Guardian
Posted: at 11:51 am
Nato is back. With the invasion of Ukraine, Vladimir Putin has single-handedly revived the fortunes of the North Atlantic Treaty Organisation, returning it to the top of the foreign policy agenda. Nordic states that once prided themselves on independence from the organisation are now eager to join. The German government has pledged an unprecedented increase in defence spending, which means increasing its contribution to Nato. US military strategists dream anew of opening a Nato franchise for the Pacific, while EU bureaucrats plan a new Nato for the internet. Former liberal holdouts and sceptics of the alliance have learned to love Nato in much the same way they learned to love the CIA and the FBI during the Trump years. The old sheriff of the cold war has regained its focus, and, to the surprise of many, has proved itself to be a remarkably spry and capable force in the fight against Russia.
Natos return to the spotlight has been accompanied by a renewed debate about its history. Every interested party has a different story to tell. For Moscow, Nato has long been a project to subjugate Russia and reduce its influence to a memory. For Washington, Nato began as a way of protecting western Europeans from themselves and from the Soviet Union, but in the 90s it became a forward operating vehicle for democracy, human rights and capital. For eastern Europeans, Nato is the sacred pledge to keep Russian tanks at bay. For most western European states, Nato has provided a bargain-price American nuclear umbrella that allowed them to fund social welfare rather than armies, when they were not using their Nato obligations to justify austerity. For the rest of the world, Nato was once an Atlantic-based, defensive alliance that quickly transformed into an ever-farther-afield, offensive one.
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A striking feature of these well-worn arguments over Nato is that they all assume a high degree of familiarity with the thing itself. For all that it is central to a certain conception of Europe or even the west few can say what, exactly, it is. Crammed into a four-letter acronym is something more than a simple military alliance. Nato is no longer particularly Northern, nor Atlantic, nor bound to a Treaty, while calling it an organisation almost makes it sound like a charitable enterprise. Part of the reason Natos shape can be difficult to discern is that the alliance has, at least in the west, won a long war of public relations. In the 50s, Nato sent travelling caravans mass exhibitions and outdoor movie theatres into the hinterlands of Europe to explain the benefits of the alliance to sceptical populations. Such a strenuous case for Nato no longer needs to be made, and opposition to it has vastly diminished since the 1980s. What was once presumed to be an artefact of the cold war order sits so comfortably at the heart of the wests military-political-economic system that it is frequently mistaken for a natural feature in the European landscape.
On paper, Nato is an alliance of 30 nation-states committed to free institutions and bound together by article 5 of its charter, which holds that albeit conditionally members will collectively defend any member that is attacked. Born in 1949, Nato sees itself as the younger sibling of other international institutions of mid-century vintage the UN and the GATT, which became the World Trade Organisation and takes pride in having kept the European peace for more than half a century. Militarily, if not economically, Nato has largely fulfilled the mission its first secretary general, Hastings Ismay, set out for it: To keep the Russians out, the Americans in, and the Germans down.
Though primarily a military alliance, Nato is also a culture, or as Natos third supreme allied commander, Alfred Gruenther, declared: Nato is a state of mind. Nato company towns dot the continent (Brunssum, Ramstein, Geilenkirchen, Oberammergau, Uedem, Aviano, witoszw), there are Nato schools for Nato employees children and Nato academies and centres where Nato military curriculums are taught (smart training for smart defence), the Nato Defense College in Rome, a Nato underground pipeline for jet fuel that runs through Germany, a Nato songbook, a Nato hymn, a Bing Crosby Nato ballad, a Nato phonetic alphabet (Alpha, Bravo ), Nato-funded grants and university chairs, an annual International Model Nato for university students, a Nato Herms scarf, a Nato golf club in Belgium for handicap 36 and below, and a Nato headquarters in Brussels, which houses the British-funded counter-propaganda unit, as well as the Nato museum, or what is known in Nato-speak as an arts heritage hub, which exhibits copies of Ancient Greek statuary and a large number of unremarkable wooden desks.
Natos budget on paper is a relatively modest 2.5bn, with contributions from all member states, but the $800bn US defence budget guarantees that Nato can spend much of its own funds on bureaucratic upkeep. Despite some nods to how it produces all decisions by consensus, Nato makes little attempt to hide the fact of American primacy in the alliance. In the official legal procedure for leaving Nato, the charter declares that a state must declare its intention not to Natos secretary general, but to the president of the United States.
In practice, Nato is above all a political arrangement that guarantees US primacy in determining answers to European questions. The political headquarters of Nato are located in a new modernist building in Brussels, but its most significant military command centre is located in Norfolk, Virginia. Every supreme allied commander since 1949 has been an American military officer. Nato itself has no forces of its own. It comprises about 4,000 bureaucratic personnel who coordinate its activities around the world. Nato military forces at any given time are made up of forces voluntarily seconded by member governments, with the US as the main contributor. Natos wars and engagements which have dragooned Luxembourgers and Turks into fighting in Korea, and Spaniards and Portuguese into fighting in Afghanistan have typically been authored by Washington. Even wars that have been primarily fought by Europeans such as the Nato intervention in Libya have relied overwhelmingly on American logistics, fuelling stations and hardware.
The crown jewels of Nato are its nuclear weapons. In theory, the three Nato nuclear powers Britain, France and the US coordinate the nuclear defence for the rest of the alliance. Nato maintains nuclear forces on the continent, but they are largely ceremonial. If Moscow lobbed a nuclear missile at Brussels, the initial response would come unilaterally from Washington since following actual Nato procedures involves laborious protocols. (The nuclear group in Nato would first have to confer and agree to respond, and then request Washingtons portion of the nuclear code in order to launch the missiles stationed on their territory.) Nuclear-capable aircraft in Belgium are flown and maintained by Belgians, as is the case in Germany, Italy and the Netherlands. But none of these weapons systems are on the same high alert that the American president is capable of activating without any other Nato members permission. Only France and Britain, which have their own fully independent nuclear forces, have the possibility of eliminating their enemies in a nuclear strike without consulting the White House.
Ever since its birth in 1949, the funeral toll for Nato has been sounded many times, especially by those who forget that crises are its lifeblood. The Alliance itself was very nearly still-born. At the end of the second world war, Franklin Roosevelt expected both western and Soviet troops to leave central Europe within two years. But western European statesmen wanted the US to provide a security guarantee while they rebuilt their economies.
There were many proposals for how this security pact could be configured. The American strategist George Kennan proposed a dumbbell system, in which the western Europe would have its own defence system, while Canada and the US had a separate one that could come to western Europes aid in the unlikely event of a Soviet invasion. The prominent liberal journalist Walter Lippmann argued that there was no point in the US stationing troops in Europe in a world in which nuclear weapons had rendered conventional forces redundant. But leading anti-communists such as Ernest Bevin and Dean Acheson rejected this vision. They knew that the Red Army, which had just vanquished the Nazis, was not only the strongest force on the continent, but also an alarmingly popular one in western Europe.
Instead, Bevin and his European counterparts formed what they called the Western Union, which extended the postwar Dunkirk treaty between France and the United Kingdom to include Luxembourg, the Netherlands and Belgium. When this organisation asked Washington to provide a binding security guarantee, American diplomats took control of the project, and steered it into what would become Nato, a much more expansive security pact that included 12 member states, with the US in the lead. At the time, the debate about enlargement was about whether or not to include states like Italy in the alliance. Kennan thought the idea of Nato extension into southern Europe weakly provocative toward the Soviet Union, and that it set the stage for limitless expansion. He believed Nato only made sense as a pact among what he saw as racially and culturally similar North Atlantic peoples, and bemoaned an alliance that would have the effect of freezing cold war battle lines across the middle of Europe.
From the start, Nato was unpopular with member publics. Harry Truman could not afford to risk mentioning his plans for the North Atlantic alliance to a war-weary American public in his first campaign for the presidency. French communists and nationalists opposed on nearly every other issue jointly protested Frances entry into Nato in 1949. There were enormous anti-Nato insurrections across Italy. The largest uprising in Icelands postwar history occurred when the island nation joined the alliance. An extensive repertory of Icelandic anti-Nato anthems and songs sprang up during the negotiations between Reykjavik and Washington. On the eve of Icelands Nato membership, the communist novelist and future Nobel laureate Halldr Laxness published The Atom Station, an Icelandic Remains of the Day, in which a young serving woman from the north witnesses the Reykjavik elite sell out the country to Nato officials behind closed doors.
The first postwar decade was tumultuous for Nato. With Europes economic recovery in full swing, the conviction that the continent needed an American security guarantee was weakened. Trumans Korean war showed how easily the US could become overextended. In response, western European leaders drew up plans for the European Defence Community, which would combine the fledgling armies of West Germany, France, Italy and the Benelux countries. But this plan for a European army fell apart almost as soon as it was floated. Britain saw the combined force as a threat to national sovereignty. The French government, meanwhile, was more worried about a resurgent Germany than a Soviet invasion. Paradoxically, then, this early drive for autonomy from Washington on the part of western European states ended up bringing them more tightly into the fold of Nato, which proved to be the only arrangement capable of plastering over their divisions.
Nato may have begun as a security stopgap, but it soon became a guarantor of western stability in ways beyond the imagination of its architects. For the US, massive defence budgets became a way of life, and the least controversial way to facilitate public spending in a postwar economy that still aimed at full employment. That the country was never fully reconciled to this permanent war posture is neatly captured in the ritual of nearly every postwar American president promising, and failing, to reduce US troop levels in Europe. Meanwhile, for western Europeans, American defence largesse allowed them to devote more of their surplus to their welfare states, in an effort to appease their more militant labour movements.
The political stability that Nato achieved in the 50s was never free from ruptures. In 1955, Washington ushered West Germany into the Alliance, to which the Soviets reacted with the creation of their own, anti-Nato security system, the Warsaw Pact. A year later, Nato wobbled badly when the Suez crisis exposed the divisions between members that wanted to cling to their colonial possessions and a Washington that was keen to win favour with Third World nationalists who might otherwise turn communist. (Belgium, France and the Netherlands had even initially wanted their colonies included in Nato, which was far too much for Washington.) Nato command had an ambivalent attitude toward the British empire. On the one hand, Nato helped accelerate imperial decline by, for instance, demanding Britain fulfil its obligations to station thousands of British troops on the Rhine, at the cost of more critical colonial nodes such as Singapore. But American strategists were also worried the British retreat from the resource-rich Middle East would leave behind a vacuum, which Nato tried to fill by spawning the Middle East Treaty Organisation (Meto), one of several failed attempts to replicate itself.
The 60s are remembered at Nato as a time of ongoing emergency. For years, Charles de Gaulles patience with the alliance had been on a short fuse. Nato is a fake, he declared in 1963. Thanks to Nato, Europe is placed under the dependence of the United States without appearing to be so. Three years later De Gaulle withdrew France and its nuclear weapons from Natos command. (This withdrawal was more theatrical than actual: Frances participation in Nato exercises and technology-sharing remained nearly unchanged and it was still a Nato member.)
De Gaulles decision was partly the result of his delusion about the status of France as a great power. But he also more imaginatively saw Russia as a natural part of Europe, one cordoned off by a cold war that he believed would one day be over. In De Gaulles view, Washingtons capitalism and Moscows communism were converging toward a remarkably similar technocratic society. He saw Nato as a deliberate American attempt to slow down history, in order to prolong the moment when Washington was the leading world power. But despite the uproar De Gaulle caused among cold war stalwarts, and the bevy of Nato obituaries that followed, the alliance was perhaps even strengthened by Frances semi-departure. It allowed Nato to more fully integrate West Germany into the alliance, and to sound the alarm for increased commitments from other member states.
In these decades, opposition to Nato was a rallying cry for the western European left, which viewed it not only as an institutionalised form of nuclear brinkmanship, but as a class alliance between American and European ruling establishments determined to shore up their defence as much against their domestic opposition whether by spying on French communists, or rooting out the members of the German Red Army Faction who bombed Nato pipelines as against the Soviets.
Nato was not particularly concerned about the domestic political arrangements of its member states, so long as they were implacably anti-communist. Portugal under Salazars dictatorship was welcomed into Nato in 1949, and in 1967, when fascist Greek colonels used Natos own counter-insurgency blueprints to overthrow a democratically elected government, the legal claim, led by the Scandinavian states, that it should exit the Alliance was never seriously entertained.
There have been more serious threats to Nato unity, however. Greece and Turkey violently clashed over Cyprus in 1974. More recently, in the wake of Natos 2011 intervention in Libya, militias backed by Turkey and Italy fought the French-backed Libyan army of General Haftar. Nato unity took another blow in 2018, when, after Turkey began besieging US and western European Kurdish allies in Syria, Emmanuel Macron declared the alliance brain dead. Nato also took a psychological hit during the presidency of Donald Trump, who liked to publicly question the alliances purpose and refused to mumble pieties about article 5 during a visit to Nato headquarters, albeit all while increasing US expenditure and troop levels in Europe.
But Natos most serious existential crisis came in the 1990s, when the raison detre of the organisation the Soviet Union collapsed. In this new environment, it was not clear even to Natos own functionaries what its future would be. All that remained was the prospect of janitorial twilight, with Nato helping to mop up and dismantle the Soviet Unions nuclear arsenal. Not only had the organising spectre of the organisation vanished, but a series of new institutions in Europe the European Union above all seemed to proffer a European future of greater coherence and autonomy from the US. Even before the Soviet Union fell, there were proposals for new political arrangements, including Franois Mitterrands short-lived idea of a European Confederation that would pointedly include the USSR and exclude the US. In 1989, Michael Gorbachev appropriated De Gaulles old dream of a Europe that stretched from the Atlantic to the Urals, which he called a common European home, in which a doctrine of restraint should take the place of the doctrine of deterrence.
Several prominent participants and observers in the 1990s believed that Nato, its mission accomplished, would close shop. Lets disband both Nato and the Warsaw Pact. Lets release your allies and ours, Eduard Shevardnadze, the Soviet foreign minister gamely proposed to the US secretary of state in 1989. Later that same year, the Czech leader Vclav Havel told George HW Bush that he expected American and Russian troops would soon be vacating central Europe. Prominent American strategists agreed. With the collapse of the Soviet Union, it was time for Europeans to take their security back in their own hands, with the US withdrawing its troops from the continent. The Soviet threat provides the glue that holds Nato together, John Mearsheimer, one of the USs leading international relations theorists, wrote in the Atlantic Monthly in 1990. Take away that offensive threat and the United States is likely to abandon the continent. To glance at the output of Nato bureaucracy from the 1990s is to witness a sea of panicked position papers outlining ways to prolong the life of an ailing patient.
But Natos 1990s crisis turned out to be its greatest hour. Not only did it not shut down during the decade, it expanded. It did not fade into the background as a vestigial cold war organ, but became more active. Nato must go out of area or it will go out of business, became the mantra of Nato apparatchiks across the decade. In just a few short years, Nato went from being a primarily defensive organisation to a brazenly offensive one from being a geopolitically conservative custodian of the status-quo to an agent of change in eastern Europe. How did this happen?
As the George HW Bush administration surveyed the ruins of the Soviet Union, they determined that the new challenge for Nato was not the nascent Russian Federation, but a unified Europe. We must seek to prevent the emergence of European-only security arrangements which would undermine Nato, read the draft of a leaked 1992 national security council memo. In its rhetoric, Bushs administration was cautious about Nato expansion. But in practice, it was cold war triumphalist: over the vociferous protests of Gorbachev, Bush incorporated a newly unified Germany into Nato. Soon after, Natos training of Ukrainian troops began.
When Bill Clinton became president in 1992, the real difference was that the rhetoric of expansion matched the practice. Clinton presided over the 1999 entry of Poland, Hungary and the Czech Republic into Nato, and treated Russia as the wrecked state it was.
There was some irony in Clintons doubling down on Nato. In many ways he had appeared to be the ideal figure to shutter the alliance. On the campaign trail in 1992, Clinton had made rumbles about downsizing Nato in favour of newer, sleeker rapid-deployment UN military units. Initially, Clinton was sceptical of Natos extension eastward. So let me get this straight, he reportedly said to his national security staff on being briefed of the expansion plan. All the Russians would get out of this really great deal were offering them is an assurance that were not going to our military stuff into their former military allies, who are now going to be our allies, unless we happen to wake up one morning and decide to change our minds?
But Nato expansion was ultimately signed off on by Clinton and avidly pursued by his administration for three primary reasons. The first was that it was pressed on the Pentagon by former states of the Warsaw Pact. For a country like Poland, Nato membership was the first step toward reorienting Warsaw back towards the wealthy west. Let the Russian generals get upset, the Polish leader Lech Wasa chimed to his US counterpart in 1993. They wont launch a nuclear war. The second had to do with Clintons own domestic calculus, and how support for Nato membership would win votes from large eastern European migr enclaves in the US rustbelt, not a minor consideration for an administration primarily concentrated on home affairs.
The final reason had to do with the crystallisation of the ideology of human rights in the 90s, when the US preponderance of power globally was so great as to make concerns about impinging on a foreign nations sovereignty beneath consideration. Many former Nato critics had come to embrace the organisation by the end of the cold war, seeing it as the only viable vehicle for their new programme of humanitarian intervention. By 1995, the secretary general of Nato was Javier Solana, who had authored the 1982 tract 50 Reasons to Say No to Nato, which had helped carry his socialist party to victory in Spain, and who was himself formerly on the US list of subversive agents.
The 1995 bombing of Bosnia and Herzegovina, and later Kosovo in 1999, were showcases of Natos newfound place in the post-cold war order. Not only did Clintons decision to bomb the former Yugoslavia circumvent the UN security council, and prove that the EU, and especially Germany, were incapable of solving security crises in their own neighbourhood. But it was also a show of force that arguably shook the Kremlin more than Nato expansion itself. The war was a preview of coming attractions: the reliance on technological, no-fault military operations that did not require US ground troops, and the expectation that Nato-led interventions could create instant US-aligned constituencies like the Kosovan Albanians, who continue to name their children after Clinton and Bush.
The Clinton administrations faith in Nato expansion and Nato warfare reflected its faith in capital and markets. Nato, in this view, came to act as something like a rating agency that would declare portions of eastern Europe as safe zones for foreign investment and ultimately EU membership. We will seek to update Nato so that there continues behind the enlargement of market democracies an essential collective security, Clintons national security adviser, Anthony Lake, declared in 1993. This cocktail of markets and democracy talk, along with geostrategic interests, proved very difficult for American politicians to resist: it appeared to be a perfect marriage of realism and idealism.
By the end of the decade, only a zealous rump of cold warriors from the American statesman Paul Nitze to the conservative historian Richard Pipes still held out against Nato expansion. Earlier sceptics of Nato expansion, such as Joe Biden, toured eastern Europe and returned to Washington converts of the expansionist cause. Likewise, Republican opponents of Clintons domestic policy, such as Newt Gingrich who himself had once borrowed $13,000 from his friends to take a sabbatical in Europe to write a novel about Nato (still uncompleted) were in full accord about expansion, which was duly enshrined in the Republican manifesto, the Contract for America. Radicalising Clintons own position, they only wanted him to move faster.
Ukraine became a special point of interest during the Clinton years, and was USAids third-largest recipient of funds during the 1990s, exceeded only by Egypt and Israel. Before Putins invasion it had received more than $3bn; since Russia went in the US has already given $14bn, and $33bn more has been promised. Nato training of Ukrainian troops sharply increased over time. Starting with Clintons military intervention in the Kosovo war in 1999, Ukraines troops could be counted in almost every US-led post-cold war operation, including in Afghanistan and Iraq. The Ukrainian armys robust resistance to the Russian onslaught is perhaps less surprising than it should be: large segments of it are Nato-trained and capable of making effective use of Nato-grade weaponry.
By the time George W Bush came to power in 2001, Nato was still basking in the glow of its war in the Balkans, where it still today polices a statelet of its own making in Kosovo. In the wake of the attacks of 9/11, when the Bush administration invoked article 5 for the first time, Nato added the global coordination of counter-terrorism to its portfolio, all but turning a blind eye to Russias domestic anti-terror campaign, as well as Beijings first major actions against the Uyghurs in Xinjiang province. But while Bush shared Clintons faith in the inevitable triumph of the American way, he wanted to shed some of the pretence of the Nato alliance. If Washington was the only power in Nato that mattered, and humanity had already entered into a unipolar world order, what was the point of waiting for American desires to be seconded by Belgians?
Bushs Iraq war was thus fought over the criticism of some Nato members, such as France and Germany, whose actual military forces Bush viewed as irrelevant. You were either with the US or against it in the Bush years, and quite evidently, the eastern Europeans were with the US, and Bush wanted them amply rewarded. Over the warnings of Germany and France, Bush thus saw no reason to heed Russian demands about not promising Georgia and Ukraine Nato membership, which he did in 2008. In this period, as eastern Europe and Washington grew closer, it was not lost on Warsaw, Budapest and Prague where there were nationalists who were much more comfortable with US-style nationalism than the post-nationalism vaunted by Brussels that Washington could also serve as a useful ally in their own disputes within the European Union.
Washingtons most steadfast allies in Nato today are Poland and the Baltics. If forced to choose between either the hegemony of Berlin or Brussels, or that of Washington, for eastern European leaders, Washington wins every time. Whereas Britain has specialised in hosting Russian capital, Germany in consuming Russian energy, and France has historically seen Russia as a potential strategic partner, Poland and the Baltics never cease to stress the threat to their hard-won sovereignty. Washington has come to share their view of Russia: it is no longer worth resetting relations with an unredeemable country. For many hawks in Washington, Russia needs to stay irredeemable if Nato is to continue pointing to the vast gulf that separates states under its wing from the barbarians at the gate. From this perspective, a strong, liberal, democratic Russia would perhaps have posed an even greater challenge to US hegemony in Europe than an autocratic, revanchist, but ultimately weak Russia.
If eastern European states are convinced that Nato safeguards their sovereignty, it would seem that the reverse applies to Europe more widely. Ever since the election of Donald Trump, when Angela Merkel announced that Europe may one day have to look after its own security, there has been an expectation that EU states would inch away from their US protectors, many of whom, at least in theory, would welcome the prospect of a stronger European partner. But in practice Nato often tugs Europeans away from their own self-declared interests. In 2010, the government of the Netherlands fell when the public rejected its lock-step obedience to Natos Afghanistan mission. Already under US pressure for forging closer energy ties with Russia, Germany may now need to placate Nato by sending heavy weaponry to Ukraine and cutting itself off from Russian energy altogether. This apparent split between European and US interests has continued to galvanise a handful of European thinkers. In 2018, Germanys grand man of the left, Hans-Magnus Enzenberger, described Nato as a tributary system with member and associate states sending periodic offerings of soldiers for Washingtons wars. His French counterpart, Rgis Debray, echoing De Gaulle, has called Nato nothing more than the military and political subordination of western Europe by the United States.
For years in Europe there has been mesmerisingly vague talk of a new initiative called the European Security and Defence Identity, which is somehow meant to emerge, like Athena, from the head of Nato. But Russias invasion of Ukraine has revealed how deceptive European steps toward autonomy are, and how deep-set the institutional lock of Nato is over the continent. The idea of Europes strategic autonomy goes too far if it fosters the illusion that we can guarantee security, stability and prosperity in Europe without Nato and without the US, the German foreign minister flatly declared already in 2020. If anything, Natos power and relevance is due to increase in the coming years, and the increase in European defence spending, which is still puny in comparison with Washingtons, only means that there will be more material under Nato purview. From the expanses of the Sahel to the banks of the Dnieper, there is ever less wriggle room under Washingtons supervision.
The trouble with the drive for European defence autonomy is not merely that like the rollout of the European Defence Community in 1952 it could backfire. But rather that, considering what the European Union is today, if it ever did succeed in taking a more militarised form, this would hardly be a rosy prospect. A competent EU army patrolling the Sahel for migrants, enforcing an elaborate repatriation system, and forcing regimes in Africa and Asia to continue being extraction points for its resources and receptacles of its trash, would only serve to clinch the status of Fortress Europe as a vanguard of xenophobic neoliberalism.
The English historian EP Thompson argued in 1978 that Natopolitanism was a form of extreme apathy, a pathology wrapped in an empty ideology that only knew what it was against. But Thompson was writing at a time when calls to abolish the alliance were not yet a weary incantation. In 1983, Natos placement of Pershing missiles in West Germany could still summon one of the largest protests in postwar German history. But if Natos institutionalisation of nuclear brinksmanship was once considered a lethal gambit by many citizens of Nato states, today Natos recent wars in Libya and Afghanistan have proceeded without domestic hindrance, despite their abject failure and having manifestly made the world more dangerous. Russias invasion of Ukraine has delivered Nato the grandest possible reprieve. Nobody doubts Natos effective support of Ukraines defence of its territory, though the war is not yet over. The tougher question is whether Nato is a cold war corset that has constrained the freedom of the west and imperilled populations around the world more than it has secured either. At a time when there has never been more need for an alternative world order, Nato seems to close the door on that possibility. Nato may be back. But it may be back only to hoist the old banner: There is no alternative.
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This article was amended on 5 and 6 May 2022. The Dunkirk treaty was between France and the United Kingdom, not France and Germany; and an allusion to Sweden and Finland wanting to join Nato should have referred to Nordic states, rather than Scandinavian states.
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How Putin's invasion returned Nato to the centre stage | Thomas Meaney - The Guardian
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Artificial Intelligence/Machine Learning and the Future of National Security – smallwarsjournal
Posted: at 11:50 am
Artificial Intelligence/Machine Learning and the Future of National Security
AI is a once-in-a lifetime commercial and defense game changer
By Steve Blank
Hundreds of billions in public and private capital is being invested in AI and Machine Learning companies. The number of patents filed in 2021 is more than 30 times higher than in 2015 as companies and countries across the world have realized that AI and Machine Learning will be a major disruptor and potentially change the balance of military power.
Until recently, the hype exceeded reality. Today, however, advances in AI in several important areas (here, here, here, here and here) equal and even surpass human capabilities.
If you havent paid attention, nows the time.
AI and the DoD
The Department of Defense has thought that AI is such a foundational set of technologies that they started a dedicated organization -- the JAIC -- to enable and implement artificial intelligence across the Department. They provide the infrastructure, tools, and technical expertise for DoD users to successfully build and deploy their AI-accelerated projects.
Some specific defense-related AI applications are listed later in this document.
Were in the Middle of a Revolution
Imagine its 1950, and youre a visitor who traveled back in time from today. Your job is to explain the impact computers will have on business, defense and society to people who are using manual calculators and slide rules. You succeed in convincing one company and a government to adopt computers and learn to code much faster than their competitors /adversaries. And they figure out how they could digitally enable their business supply chain, customer interactions, etc. Think about the competitive edge theyd have by today in business or as a nation. Theyd steamroll everyone.
Thats where we are today with Artificial Intelligence and Machine Learning. These technologies will transform businesses and government agencies. Today, 100s of billions of dollars in private capital have been invested in 1,000s of AI startups. The U.S. Department of Defense has created a dedicated organization to ensure its deployment.
But What Is It?
Compared to the classic computing weve had for the last 75 years, AI has led to new types of applications, e.g. facial recognition; new types of algorithms, e.g. machine learning; new types of computer architectures, e.g. neural nets; new hardware, e.g. GPUs; new types of software developers, e.g. data scientists; all under the overarching theme of artificial intelligence. The sum of these feels like buzzword bingo. But they herald a sea change in what computers are capable of doing, how they do it, and what hardware and software is needed to do it.
This brief will attempt to describe all of it.
New Words to Define Old Things
One of the reasons the world of AI/ML is confusing is that its created its own language and vocabulary. It uses new words to define programming steps, job descriptions, development tools, etc. But once you understand how the new world maps onto the classic computing world, it starts to make sense. So first a short list of some key definitions.
AI/ML - a shorthand for Artificial Intelligence/Machine Learning
Artificial Intelligence (AI) - a catchall term used to describe Intelligent machines which can solve problems, make/suggest decisions and perform tasks that have traditionally required humans to do. AI is not a single thing, but a constellation of different technologies.
Machine Learning (ML) - a subfield of artificial intelligence. Humans combine data with algorithms (see here for a list) to train a model using that data. This trained model can then make predications on new data (is this picture a cat, a dog or a person?) or decision-making processes (like understanding text and images) without being explicitly programmed to do so.
Machine learning algorithms - computer programs that adjust themselves to perform better as they are exposed to more data.
The learning part of machine learning means these programs change how they process data over time. In other words, a machine-learning algorithm can adjust its own settings, given feedback on its previous performance in making predictions about a collection of data (images, text, etc.).
Deep Learning/Neural Nets a subfield of machine learning. Neural networks make up the backbone of deep learning. (The deep in deep learning refers to the depth of layers in a neural network.) Neural nets are effective at a variety of tasks (e.g., image classification, speech recognition). A deep learning neural net algorithm is given massive volumes of data, and a task to perform - such as classification. The resulting model is capable of solving complex tasks such as recognizing objects within an image and translating speech in real time. In reality, the neural net is a logical concept that gets mapped onto a physical set of specialized processors. See here.)
Data Science a new field of computer science. Broadly it encompasses data systems and processes aimed at maintaining data sets and deriving meaning out of them. In the context of AI, its the practice of people who are doing machine learning.
Data Scientists - responsible for extracting insights that help businesses make decisions. They explore and analyze data using machine learning platforms to create models about customers, processes, risks, or whatever theyre trying to predict.
Whats Different? Why is Machine Learning Possible Now?
To understand why AI/Machine Learning can do these things, lets compare them to computers before AI came on the scene. (Warning simplified examples below.)
Classic Computers
For the last 75 years computers (well call these classic computers) have both shrunk to pocket size (iPhones) and grown to the size of warehouses (cloud data centers), yet they all continued to operate essentially the same way.
Classic Computers - Programming
Classic computers are designed to do anything a human explicitly tells them to do. People (programmers) write software code (programming) to develop applications, thinking a priori about all the rules, logic and knowledge that need to be built in to an application so that it can deliver a specific result. These rules are explicitly coded into a program using a software language (Python, JavaScript, C#, Rust, ).
Classic Computers - Compiling
The code is then compiled using software to translate the programmers source code into a version that can be run on a target computer/browser/phone. For most of todays programs, the computer used to develop and compile the code does not have to be that much faster than the one that will run it.
Classic Computers - Running/Executing Programs
Once a program is coded and compiled, it can be deployed and run (executed) on a desktop computer, phone, in a browser window, a data center cluster, in special hardware, etc. Programs/applications can be games, social media, office applications, missile guidance systems, bitcoin mining, or even operating systems e.g. Linux, Windows, IOS. These programs run on the same type of classic computer architectures they were programmed in.
Classic Computers Software Updates, New Features
For programs written for classic computers, software developers receive bug reports, monitor for security breaches, and send out regular software updates that fix bugs, increase performance and at times add new features.
Classic Computers- Hardware
The CPUs (Central Processing Units) that write and run these Classic Computer applications all have the same basic design (architecture). The CPUs are designed to handle a wide range oftasks quickly in a serial fashion. These CPUs range from Intel X86 chips, and the ARM cores on Apple M1 SoC, to thez15 in IBM mainframes.
Machine Learning
In contrast to programming on classic computing with fixed rules, machine learning is just like it sounds we can train/teach a computer to learn by example by feeding it lots and lots of examples. (For images a rule of thumb is that a machine learning algorithm needs at least 5,000 labeled examples of each category in order to produce an AI model with decent performance.) Once it is trained, the computer runs on its own and can make predictions and/or complex decisions.
Just as traditional programming has three steps - first coding a program, next compiling it and then running it - machine learning also has three steps: training (teaching), pruning and inference (predicting by itself.)
Machine Learning - Training
Unlike programing classic computers with explicit rules, training is the process of teaching a computer to perform a task e.g. recognize faces, signals, understand text, etc. (Now you know why you're asked to click on images of traffic lights, cross walks, stop signs, and buses or type the text of scanned image in ReCaptcha.) Humans provide massive volumes of training data (the more data, the better the models performance) and select the appropriate algorithm to find the best optimized outcome.
(See the detailed machine learning pipeline later in this section for the gory details.)
By running an algorithm selected by a data scientist on a set of training data, the Machine Learning system generates the rules embedded in a trained model. The system learns from examples (training data), rather than being explicitly programmed. (See the Types of Machine Learning section for more detail.) This self-correction is pretty cool. An input to a neural net results in a guess about what that input is. The neural net then takes its guess and compares it to a ground-truth about the data, effectively asking an expert Did I get this right? The difference between the networks guess and the ground truth is itserror. The network measures that error, and walks the error back over its model, adjusting weights to the extent that they contributed to the error.)
Just to make the point again: The algorithms combined with the training data - not external human computer programmers - create the rules that the AI uses. The resulting model is capable of solving complex tasks such as recognizing objects its never seen before, translating text or speech, or controlling a drone swarm.
(Instead of building a model from scratch you can now buy, for common machine learning tasks, pretrained models from others and here, much like chip designers buying IP Cores.)
Machine Learning Training - Hardware
Training a machine learning model is a very computationally intensive task. AI hardware must be able to perform thousands of multiplications and additions in a mathematical process called matrix multiplication. It requires specialized chips to run fast. (See the AI hardware section for details.)
Machine Learning - Simplification via pruning, quantization, distillation
Just like classic computer code needs to be compiled and optimized before it is deployed on its target hardware, the machine learning models are simplified and modified(pruned) touse less computingpower, energy, and memory before theyre deployed to run on their hardware.
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Artificial Intelligence/Machine Learning and the Future of National Security - smallwarsjournal
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