Putins invasion of Ukraine suggests the peace dividend is fading – The Guardian

Russias brutal invasion of Ukraine should be a wake-up call for western politicians, corporate leaders and economists who advocate a green and equitable future but lack any practical or strategic sense of how to get there. Regardless of what short-term tactics Europe and the US use in responding to the current crisis, their long-run strategy needs to put energy security on a par with environmental sustainability, and funding essential military deterrence on a par with financing social priorities.

The Soviet Union collapsed in 1991 in no small part because Russias leaders, most of all President Boris Yeltsin and his economic advisers, recognised that the Soviet communist military-industrial complex could not afford to keep up with the wests superior economic might and technological prowess. Today, with Russias economy less than a twentieth the combined size of the US and EU economies, the same strategy of vastly outspending Russia on defence should be much easier to execute. Unfortunately, there is a hesitancy in many western societies, particularly on the left, to admit that defence spending is sometimes a necessity, not a luxury.

For many decades, western living standards have been boosted by a massive peace dividend. For example, US defence spending fell from 11.1% of GDP in 1967, during the Vietnam war, to 6.9% of GDP in 1989, the year the Berlin Wall fell, to just over 3.5% of GDP today. If US defence spending as a share of GDP was still at the Vietnam-era level, defence outlays in 2021 would have been $1.5tn (1.1tn) higher more than the government spent on social security last year, and almost triple government spending on non-defence consumption and investment. Even at the level of the late 1980s, defence spending would be more than $600bn higher than today. The extra cost would have to be funded by higher taxes, greater borrowing or lower government spending in other areas.

Europes defence spending has long been far lower than that of the US. Today, the UK and France spend just over 2% of their national income on defence, and Germany and Italy only about 1.5%. Moreover, national interests and domestic lobbying mean that European defence spending is highly inefficient, with the whole being considerably less than the sum of its parts. I am amazed by how many of my otherwise well-informed friends have been asking why Europe does not mount a stronger military response to Russias attack on Ukraine and looming threats to the Baltic states. Part of the answer, of course, is Europes dependence on Russian gas but the larger reason is its egregious lack of preparedness.

Thanks to the Russian president, Vladimir Putin, this may all change. The German chancellor Olaf Scholzs announcement on 27 February that Germany will increase its defence spending to more than 2% of GDP suggests that Europe may finally be getting its act together. But such commitments will have major fiscal implications and, after the large pandemic-era fiscal stimulus, these may be difficult to digest. As Europe rethinks its fiscal rules, policymakers must consider how to make enough space to deal with unexpected large-scale military buildups.

Many seem to have forgotten that wartime spikes in expenditures were once a big driver of government spending volatility. In a war, not only do government expenditures and budget deficits typically increase sharply but interest rates sometimes go up as well. Nowadays, policymakers (along with many well-intentioned economists) have become convinced that big global economic shocks such as pandemics or financial crises will invariably drive down interest rates, and make large debts easier to finance. But in wartime, the need to front-load massive temporary expenditures can easily push up borrowing costs.

True, in todays complex world of drones, cyberwar, and automated battlefields, how governments spend their defence budgets matters greatly. Still, it is magical thinking to assume that every time defence budgets are cut, military planners will make up the difference with increased efficiency.

It would also help if the west could avoid further strategic energy-policy blunders of the sort that led us to this point. In particular, Germany, which relies on Russia for more than half of its gas needs, appears to have made a historic mistake in decommissioning all its nuclear power plants after the 2011 Fukushima disaster. By contrast, France, which meets 75% of its energy needs through nuclear power, is significantly less vulnerable to Russian threats.

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In the US, the cancellation of the proposed Keystone XL oil pipeline may have been based on sound environmental logic. But now the timing seems awkward. Measures intended to protect the environment do little good if they lead to strategic weakness that increases the possibility of conventional wars in Europe leaving aside the large-scale radioactive pollution that would result if neutron bombs or tactical nuclear weapons were deployed.

Stiff Ukrainian resistance, swift and severe economic and financial sanctions, and domestic dissent could yet force Putin to recognise that his decision to invade Ukraine was a spectacular miscalculation. But even if the current crisis subsides, the horrific attack on Ukraine ought to remind even the most committed peace advocate that the world can be harsh and unpredictable.

Everyone hopes for lasting peace. But hard-headed analyses of how countries can achieve sustainable and equitable growth requires leaving fiscal space including emergency borrowing capacity for the costs of guarding against external aggression.

Kenneth Rogoff is professor of economics and public policy at Harvard University and was the chief economist of the International Monetary Fund from 2001 to 2003

Project Syndicate

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Putins invasion of Ukraine suggests the peace dividend is fading - The Guardian

Blinken says Putin has his sights on countries beyond Ukraine – CBS News

Secretary of State Antony Blinken said it is obvious Russian President Vladimir Putin has goals beyond Ukraine and may have other countries in his sights.

"When President Biden addressed the nation today, he said that Putin wants a new Soviet Union. Is there intelligence to suggest that President Putin will advance beyond Ukraine?" "CBS Evening News" anchor and managing editor Norah O'Donnell asked Blinken in an interview on Thursday.

"You don't need intelligence to tell you that that's exactly what President Putin wants," the top U.S. diplomat said. "He's made clear that he'd like to reconstitute the Soviet empire. Short of that, he'd like to reassert a sphere of influence around neighboring countries that were once part of the Soviet bloc. And short of that, he'd like to make sure that all of these countries are somehow neutral."

But Putin would face intense resistance from the North Atlantic Treaty Organization in doing so, he said.

"Now, when it comes to a threat beyond Ukraine's borders, there's something very powerful standing in his way," Blinken added. "That's Article 5 of NATO an attack on one is an attack on all. It's exactly why we've been reinforcing NATO's eastern flank."

The Biden administration has been adamant that it will not send U.S. troops into Ukraine, which is not part of NATO, though it is stationing troops in nearby countries. Instead, the U.S. is arming Ukraine with weapons and has unleashed a series of sanctions against Russia.

When asked what the U.S. was doing to lower the risk of an accidental escalation between U.S. troops in nearby countries and Russian forces, Blinken said the Biden administration wants to have "communication with Russia on a military basis to make very clear what it risks if it miscalculates."

As Russia launched an attack on Ukraine, Putin warned that countries that stood in its way would face severe consequences that have never been seen in history, raising concerns that he was threatening a nuclear attack.

"I can't begin to get into his head and to say exactly what he means by that," Blinken said. "We've prepared for whatever course that he chooses to take."

Blinken said Ukrainian President Volodymyr Zelensky is still in Ukraine.

"We're concerned for the safety of all of our friends in Ukraine, government officials and others," Blinken said. "And we're doing everything we can to stand with them to support them."

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Blinken says Putin has his sights on countries beyond Ukraine - CBS News

Russian citizens, growing frustrated with Putin, are taking to the streets – Fox News

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Ramzan Kadyrov, the Chechen leader, calls on Russian President Vladimir Putin to step it up in Ukraine.

Belarusian President Alexander Lukashenko warns of Ukraine becoming a "meat grinder" in a couple days time.

Putin himself asks his Defense Minister and Chief of General Staff on the occasion of "Special Forces Day" to put his "strategic forces" (read: nuclear weapons) in the status of "combat readiness."

RUSSIA INVASION OF UKRAINE LIVE UPDATES

Russian opposition figure in exile Mikhail Khodorkovsky via Instagram implores Russians against the background of these comments to take to the streets.

Police officers detain a demonstrator as people gather in front of the Supreme Court of the Russian Federation, in Moscow, Russia, Tuesday, Dec. 28, 2021. (AP Photo)

They are taking to the streets, but they get pushed back or arrested nearly as quickly as they come out. Protests are illegal. Police are out in numbers looking for rule breakers. According to reports, 1,500 had been arrested across Russia by sundown on Sunday.

One woman in Yekaterinburg said she had taken to the streets because she was so upset.

"And I am especially upset," she said, "because the aggressor is my country. In war, the one who starts it is guilty. And I am guilty. I voted for this government. I didn't actually vote for Putin but I couldn't do anything."

FOOTAGE APPEARS TO SHOW UKRAINIAN DRONE DESTROYING RUSSIAN MISSILE SYSTEM

Outbursts like that, from conversations and social media posts, are representative of how many Russians feel inside.

Vladimir President Vladimir Putin ordered Russias all-out invasion of Ukraine only eight months after TIME magazine billed President Biden as ready to take on the Russian leader. (Sputnik, Kremlin Pool Photo via AP)

But many people are afraid to comment frankly, either way. Weighing in on one side or the other involves risk. A lot of others prefer to just put their heads in the sand. It is too much to bear.

Social media, for now, is the forum of choice for commentary.

FORMER MISS GRAND UKRAINE JOINS UKRAINIAN MILITARY, WARNS RUSSIAN INVADERS WILL BE KILLED

The Gorbachev Foundation put out a statement that read, in part, "We declare the need for an early cessation of hostilities and the immediate start of peace negotiations. There is and cannot be anything more valuable in the world than human lives. Only negotiations and dialogue based on mutual respect and consideration of interests are the only possible way to resolve the most acute contradictions and problems."

Ukrainian President Volodymyr Zelensky talks during a press conference at the Ukraine's embassy in Paris on April 16, 2021, theafter a working lunch with French president. (Photo by BERTRAND GUAY/AFP via Getty Images)

The language of the man who brought us "glasnost" must have a lot more to say than that. Even while inviting the Ukrainians to talk in Belarus, Belarusian President Alexander Lukashenko continued with harsh rhetoric.

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He said: "What's going on now is a bed of roses. If it continues like this it will bloom. And there will be no bunker (for Ukrainian President Volodymyr Zelenskyy) to hide in--not with the Americans not with anyone else. I wouldn't call this a war yet, it's a conflict. In a day or two it will be a war."

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Russian citizens, growing frustrated with Putin, are taking to the streets - Fox News

Putin has been accused of committing war crimes. But could the International Criminal Court bring him to justice? – ABC News

Barely a week into the war in Ukraine, world leaders and criminal lawyers are accusing Russia's President Vladimir Putin of committing war crimes, and the prosecutor of the International Criminal Court has announced he has launched an investigation into possible war crimes or crimes against humanity.

British Prime Minster Boris Johnson yesterday told the UK Parliament that the bombing of innocent civilians "already fully qualifies as a war crime".

The Australian human rights lawyer Geoffrey Robertson QC this week argued that the case against Putin was clear.

"He's guilty of the crime of aggression," Robertsontold the ABC.

"Invading a country, causing innocent civilians to die in their hundreds and thousands, and by breaching the UN charter that protects the sovereignty of independent countries, there's no doubt that he's guilty of a crime against humanity."

Under the statute that established the ICC, an act of aggression means "the use of armed force by a state against the sovereignty, territorial integrity or political independence of another state". That includes invasion, military occupation and annexation by the use of force or the blockade of ports.

Intentionally targeting civilians or civilian buildings is also considered a war crime under international humanitarian law. Russia denies it engages in illegal attacks but proof of any use of illegal weaponry such as cluster bombs and any targeting of civilians or civilian buildings like schools and hospitals is already being collated.

Conflicts in the 21st century and the crimes that are committed are documented closely and shared widely. This has been dubbed the world's first "TikTok War".Everything will be used to build a case and researchers will be collecting video from social media sites and phones, as well as footage from dash cams.

The ICC doesn't prosecute states, it goes after individuals. Putin would be held responsible for any crimes committed by Russia's military, security services and any other Russian state agencies. The court is also sure to turn its attention to the actions of other individuals - including Putin's generals and the Belarus President Alexander Lukashenko.

The case will be built methodically, but it will be a long time before Putin or his military leaders will be brought to justice, if they ever are.

As we saw with the Yugoslav trials, it took many years to bring to justice those responsible for the war crimes committed in those conflicts.

The trial of the Serbian leader Slobodan Milosevic was the most important war crimes case since the Nuremberg trials after World War II. Milosevic was charged with crimes relating to the bloody Balkan wars of the 1990s. He was arrested in 2001, the trial began in 2002 and he died in custody in 2006.

It took even longer to convict other political and military leaders for crimes committed in those wars. Radovan Karadzic, the Bosnian Serb leader, was arrested in 2008 and found guilty of war crimes and crimes against humanity in 2016. His General, Ratko Mladic, evaded justice and remained on the run for many years until he was captured and extradited to the Hague in 2011. He was convicted in 2017.

In 2022, the problem the court would have in bringing any case against Putin is that Russia withdrew from the ICC in 2016. If the Russian President was charged, he would have to be arrested in a country that accepts the court's jurisdiction.

No one believes Putin will be put on trial in the near future, but international criminal lawyers like Geoffrey Robertson say it is important to start the process now. Justice, he says, did eventually come for Milosevic.

"It may be 20 or 30 years hence in which an old, crippled-in-a-wheelchair Putin will be wheeled in and prosecuted and given up by a new Russia that wants to unblock its copybook," Roberston says. But,"it's always possible and it's important that [any] evidence of his guilt should be amassed and be available if and when that happens."

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Putin has been accused of committing war crimes. But could the International Criminal Court bring him to justice? - ABC News

Opinion | Mr. Putin, the War in Ukraine Is Not in My Name – The New York Times

I felt sick when I read about Vladimir Putin announcing the start of a special military operation in Ukraine.

Images of bloodied civilians and bombed-out residential buildings flood my phone and TV. I still feel shaky. And angry.

It hit me, physically, how Mr. Putin abuses my language. Steals it to pretend he is defending the rights of Russian speakers. Russian is my mother tongue. It is the language I speak with my children. And I do not want it to be the language of war. Unfortunately, that is what it has become.

These words will offer no comfort for those under fire in Ukraine but the least Russian citizens like me can do is not remain silent, even from afar. I only regret not speaking up when it all began in 2014.

It has been a long eight years since Russia annexed Crimea and Russian-backed separatists started a war in the Donbas region. Now, the 1.5 million people who fled from there to more peaceful areas of Ukraine are again at risk of losing their lives and their homes. It feels as if all hope for peace is gone.

I know many Ukrainians who are ready to fight and defend their freedom. What is going on now, it is very scary, but Ukrainians will fight for independence until victory, one wrote to me. Another said, It is the last chance to stop the dictator. Theyre saying it all over social media, too. Those who can are joining the army. Others are building shelters, offering first aid and food. Ukrainians abroad are posting on social media, calling for sanctions and air support, and fund-raising for humanitarian efforts.

But I cant see anyone eager to be on the frontline for the opposite side. Maybe its because the term brotherly nation, which the Kremlin has abused for years, means something real to Russians with parents, siblings and friends on the other side of the border.

Or maybe its because of the fear and sadness over what comes next fewer freedoms and more pain. My elderly parents in Russia are stocking up on essentials like flour and rice. Theyve lived through several economic crises and seen the consequences of prior rounds of sanctions. People are lining up at banks to take out their cash, fearful that the ruble will crash. The war will almost certainly hit the economy, deepening already extreme inequality in a country where the average government pension last January was less than $200 a month.

Ive gotten messages from fellow Russians saying not to worry, this war is politics between Russia and the West and might end soon. Or that the news is tiring, especially since the West has its own propaganda. Others have suggested that this war was the only option, given that Russians have been dying in the Donbas region for eight years echoing a billboard in St. Petersburg showing a photo of Putin with the words they left us no option. Its not that all of these Russians are necessarily big supporters of Mr. Putin. Many are simply exhausted, scared or have been subjected to a steady stream of propaganda.

So yes, we can see how the Russian language is the language of war. Mr. Putin made it so.

Russian has also become the language of a lie. Mr. Putin claims Russia is defending traditional values, but that is false. What kind of values are being defended by traumatizing tens of thousands of Ukrainian children and families? Forcing them to hide from bombs in the subway? For many, fleeing the war zone is not an option.

Is Putins rabid desire to redraw the map of Russia and recreate an empire meant to give them comfort? The so-called history he cites to justify this aggression is riddled with lies.

The line between facts and disinformation has been blurred in Russia for a long time. My family and I are not alone in remembering the horrors of the past century that were carried out in the name of the Soviet Union. The Kremlin has denied key facts around Holodomor, the famine that claimed the lives of millions of Ukrainians. It has whitewashed massacres in Chechnya and the Beslan school attack. Yet we have not forgotten. And we see what has been happening in recent years political persecutions, expanding repression. Silencing dissent, shuttering Memorial, Russias most prominent human rights organization. Step by step, we have seen the denial and attempted erasure of historical truth.

Russian has become the language of fear. My parents avoid discussing politics over the phone; theyre not alone. Since the Kremlin has strangled freedom of speech, most Russians I know are afraid to publicly express their opinions. Theyve gone back to Soviet-era kitchen conversations to share their views on politics.

We have seen the Kremlin crack down violently on protests about elections and political prisoners like Aleksei A. Navalny. On the day Putin launched his full-scale assault on Ukraine, the government issued a statement warning that Russians who protest could face prosecution.

I was heartened, and scared, to see that the warning did not stop Russians from turning out in force that same day. Protests took place across Russia, from Moscow to St. Petersburg to Khabarovsk. Signs bore messages like No War and Do you see evil and keep silent? Partner in crime! Nearly 1,800 people were arrested.

And its not just that: Some Russian journalists have openly condemned the invasion of Ukraine. Russian celebrities, too. Tennis star Andrey Rublev used a marker to write no war please on a camera lens at an international tournament, while the actress Katerina Shpitsa wrote that for the first time in her life she thought it might be better that her grandmother wasnt alive to see this day.

This is nearly unprecedented.

They all know that their words will not stop the war machine. But as Yury Dud, one of the most popular independent journalists in Russia, said, at least their children will know they did not support this governments imperial frenzy. They use our language for peace, not war.

I left Russia in 2014, and it has taken me years to learn how to breathe and speak freely. I still get goose bumps when I have to show my passport at Russian border control.

It will be even scarier after Ive written this. But I have to say it: Russian should not be a language of war. This war is not in my name.

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Opinion | Mr. Putin, the War in Ukraine Is Not in My Name - The New York Times

Opinion | Vladimir Putins Clash of Civilizations – The New York Times

Still, even the most successful scenario for his invasion of Ukraine easy victory, no real insurgency, a pliant government installed seems likely to undercut some of the interests hes supposedly fighting to defend. NATO will still nearly encircle western Russia, more countries may join the alliance, European military spending will rise, more troops and material will end up in Eastern Europe. There will be a push for European energy independence, some attempt at long-term delinking from Russian pipelines and production. A reforged Russian empire will be poorer than it otherwise might be, more isolated from the global economy, facing a more united West. And again, all this assumes no grinding occupation, no percolating antiwar sentiment at home.

Its possible Putin just assumes the West is so decadent, so easily bought off, that the spasms of outrage will pass and business as usual resume without any enduring consequences. But lets assume that he expects some of those consequences, expects a more isolated future. What might be his reasoning for choosing it?

Here is one speculation: He may believe that the age of American-led globalization is ending no matter what, that after the pandemic certain walls will stay up everywhere, and that the goal for the next 50 years is to consolidate what you can resources, talent, people, territory inside your own civilizational walls.

In this vision the future is neither liberal world-empire nor a renewed Cold War between competing universalisms. Rather its a world divided into some version of what Bruno Maes has called civilization-states, culturally cohesive great powers that aspire, not to world domination, but to become universes unto themselves each, perhaps, under its own nuclear umbrella.

This idea, redolent of Samuel P. Huntingtons arguments in The Clash of Civilizations a generation ago, clearly influences many of the worlds rising powers from the Hindutva ideology of Indias Narendra Modi to the turn against cultural exchange and Western influence in Xi Jinpings China. Maes himself hopes a version of civilizationism will reanimate Europe, perhaps with Putins adventurism as a catalyst for stronger continental cohesion. And even within the United States you can see the resurgence of economic nationalism and the wars over national identity as a turn toward these kinds of civilizational concerns.

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Opinion | Vladimir Putins Clash of Civilizations - The New York Times

Putin Starting to Worry About His Strategy After Trump Calls Him Smart – The New Yorker

MOSCOW (The Borowitz Report)Vladimir Putin has become deeply worried about his strategy after learning that Donald J. Trump called him smart, Kremlin sources have revealed.

After Trump praised Putin Saturday night at the Conservative Political Action Conference, in Orlando, the Russian foreign minister, Sergey Lavrov, reluctantly shared a video of the disturbing moment with the Russian President.

As Putin watched Trump call him smart, all the blood drained from his face, a source said. He was clearly shaken.

After watching the video of Trump, Putin spent a sleepless night in consultation with Russian military and intelligence officials to determine where and how he had gone wrong.

Hes rethinking everything now, and hes in a very fragile state of mind, the source said. If it comes out that Don, Jr., or Eric thinks hes smart, that could break him.

Meanwhile, Donald J. Trump doubled down on his support for the Russian President, offering Putin advice on declaring Russia bankrupt.

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Putin Starting to Worry About His Strategy After Trump Calls Him Smart - The New Yorker

I attended a virtual conference with an AI version of Deepak Chopra. It was bizarre and transfixing – KRDO

This past week I watched doctor and wellness advocate Deepak Chopra lead a short meditation over Zoom.

Close your eyes. Bring your awareness to your heart. And mentally ask yourself only four questions: Who am I? What do I want? What am I grateful for? Whats my purpose? Chopra said on Wednesday morning. He was speaking at a technology conference as part of a discussion, talking to fellow panelists including Twitter cofounder Biz Stone and venture capitalist Cyan Banister.

The group kept their eyes closed as Chopra continued to speak. After another moment of guided meditation, he finished up; everyone opened their eyes.

How was that? Chopra asked.

It went great! said Stone.

Wonderful! chimed in Banister.

So weird! I muttered, to myself.

I dont have anything against meditation. I was reacting to the fact that Chopra, Stone, Banister and two other people Id been viewing via Zoom Laura Ulloa, a peace activist, and Lars Buttler, cofounder and CEO of the AI Foundation and moderator of this panel discussion were all digital personas created with artificial intelligence.

That is, each one of them looked and sounded a lot like the person they were meant to represent. But these ersatz versions of their flesh-and-blood counterparts were built by Buttlers AI Foundation, a San Francisco company and nonprofit that promotes the idea that each of us should have our own AI identity.

Each avatar was trained by the person they emulate: The human was filmed making different consonant and vowel sounds, as well as answering a slew of questions to help the AI counterpart learn about how they speak and who they are. They are meant to be digital extensions that can communicate on behalf of their real selves. Its an idea that sounds both creepy and full of possibilities. Imagine sending your AI proxy to handle a day of work meetings, while you read a book.

The conversation, which mostly centered around what its like to have your own personal AI agent (neat, according to Stones AI, as it could still be around after he dies), was part of the second annual Virtual Beings Summit. Last year, this conference took place in San Francisco, with attendees watching speaker sessions at Fort Mason; this year, it was conducted online.

The conference, according to its website, is meant for exploring the growing impact of next-gen avatars on social networks, commerce, and the arts.

While the AI folks talking and meditating appeared to be logged in to the Zoom session from different locations (Banister on a bench outdoors in front of a thicket of bamboo, Buttler in the AI Foundation office, and so on), the conference also included numerous speaker sessions hosted within the video game Animal Crossing, with each speaker embodied by a cute character. Regular people like me could view it all from afar via Zoom.

Watching the panel of AI creations was transfixing, due to its proximity to realness and its feeling of spontaneity. Its the first conversation Ive seen conducted in real time by AI creations modeled after actual humans, without a script. While there were shortcomings, such as the AI version of Buttler repeatedly saying Sorry about this as a technical glitch delayed Chopras AI from getting online, it was fascinating to watch the AI speakers interact. At one point, Buttlers AI asked Chopras if hes often asked questions about the universe, and the result felt weirdly natural.

Ah, yes. he answered. People are often curious about what I believe the purpose of existence is.

What struck me immediately was the simultaneous sense of awe and Uncanny Valley-unease I felt just looking at the AI beings engage in conversation.

They had a number of the mannerisms of regular people: Banister blinked regularly, Buttlers adams apple moved occasionally, and Stones shoulders shifted every so often.

But they were unlike their real-world counterparts in some obvious ways. They were very human-like, but still looked kind of like animated characters and mostly existed only from the shoulders up. Their voices sounded stiff when they replied to questions, and there was always an unnaturally long pause between a query and answer. When they spoke, their mouths moved more like those of animatronic puppets than people or even cartoon characters. At the very end of the discussion, the real-life Buttler joined, making the strangeness of these AI creations even more pronounced.

While the event wasnt scripted, the real-life Buttler told me that his AI had the set goal of asking the panelists what their purpose was, and each AI panelist was set to listen for its name being spoken so it would only give an answer when addressed directly. In general, if an AI being doesnt know the answer to a question, Buttler said, its supposed to ask its corresponding human about it at another time.

Most of the panelists have a connection to the AI Foundation: Stone is part of its AI council and nonprofit board, Chopra is also on the nonprofit board, and Banister is an investor.

Buttler said each human owns their AI counterpart, and they were all aware that the AI version of themselves would be participating in this panel discussion. Different AI beings have been trained for different lengths of time; Buttler said Stone trained his AI for a few hours, while Chopra has spent dozens of hours working on his. The more you train it, the implication is, the more it will be a true representation of yourself.

We dont want to replace human beings, Buttler said, soon adding, These are extensions of real people that help them do their jobs better.

Banister, who watched part of the panel that included her AI avatar, wants the AI version of herself to be able to listen to pitches from entrepreneurs, enabling her to hear many more ideas than she ever could herself.

In the present, though, she sees a more practical benefit to having her own AI persona.

For the first time ever I wasnt stressed out about giving a talk, she said. So that was super nice.

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I attended a virtual conference with an AI version of Deepak Chopra. It was bizarre and transfixing - KRDO

Metal Book Co-created By Human And Artificial Intelligence – Scoop.co.nz

Friday, 12 June 2020, 3:38 pmPress Release: Phantom House

Wellington photographer Grant Sheehan has used artificialneural network technology to create photographic images thatvisualise an artificial intelligence (AI) dreamscape andthen published them in a book made of metal.

Thismassive new Kiwi project is a fusion of art and science.Does Ava Dream? has many different elements but atthe heart of it are the questions: what might an AI dreamof, and what might those dreams look like?

Sheehanattempts to answer these questions using photography, film,music, and cutting-edge publishing technology. The artworksof Does Ava Dream? are created using high-res patternimages, combined with artificial neural network photographyplug-ins, to illustrate how an AI's dream fragments mightlook on output.

Continuing the theme of AI androbotics, Sheehan has printed these images onto metal tocreate a singular metal book singular both in the sensethat it is remarkable and in the sense that there is onlyone of it.

Those interested can view the metal book atPtaka gallery in Porirua. It is accompanied by plus largedisplay versions of the dream images, plus a short filmshowing these images in motion. The music for this shortfilm, like the images, have been co-created by Sheehan andartificial neural network technology.

For those whocan't make it to the exhibition, Sheehan has also created amore traditional paper book about the project as a whole,called The Making Of Does Ava Dream? This is agorgeous hardback coffee-table book that is published in twoeditions, one of which comes with a signed metallic paperprint of one of the dream images.

Someimages are available for republication uponenquiry

More information about Does Ava Dream?at https://doesavadream.click/

Watchthe trailer for the metal book Does Ava Dream? here:https://www.youtube.com/watch?v=-sdNzxbrxXU

Findout more about the exhbition at Ptaka here: https://pataka.org.nz/whats/exhibitions/grant-sheehan-does-ava-dream/

Title: The Making of Does AvaDream?

Prices: $160.00 and $495.00

ISBN:9780994128560

Full colour landscape, 310 x 280mm, 70pages, June 2020

Binding: Hardcover with a dustjacket

Text: Satin low gloss

Images: Glosscoated

Each unit signed and numbered

Publisher& Distributor: Phantom HouseBooks

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Metal Book Co-created By Human And Artificial Intelligence - Scoop.co.nz

A|I: The AI Times When AI codes itself – BetaKit

The AI Times is a weekly newsletter covering the biggest AI, machine learning, big data, and automation news from around the globe. If you want to read A|I before anyone else, make sure to subscribe using the form at the bottom of this page.

Five projects have received $29 million in funding from Scale AI and a number of companies to support the implementation of artificial intelligence.

In these unprecedented times, entrepreneurs need all the help they can get. BetaKit has teamed up with Microsoft for Startups on a new series called Just One Thing, where startup founders and tech leaders share the one thing they want the next generation of entrepreneurs to learn.

Instrumental, a startup that uses vision-powered AI to detect manufacturing anomalies, announced that it has closed a $20 million Series B led by Canaan Partners.

The tool spots similarities between programs to help programmers write faster and more efficient software.

A big study by the US Census Bureau finds that only about 9 percent of firms employ tools like machine learning or voice recognition for now.

In addition to bolstering its go-to-market efforts, Tempo says it will use the funds to expand its content offering with a second production studio.

Through its new robotic collaborations, the infamously creepy dog-shaped robots could soon ride on wheels and launch their own drones.

University of Montreal AI expert Yoshua Bengio, his student Benjamin Scellier, and colleagues at startup Rain Neuromorphics have come up with way for analog AIs to train themselves.

The plan will be to use the funding for hiring, to invest in the tools it uses to detect entities and map the relationships between them and to bring on more clients.

A spokesperson said the funds will be used to scale the companys platform, which allows people to create a digital persona that mirrors their own.

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A|I: The AI Times When AI codes itself - BetaKit

China is using AI to predict who will commit crime next – Mashable


Mashable
China is using AI to predict who will commit crime next
Mashable
This sounds a little like Minority Report to us. China is looking into predictive analytics to help authorities stop suspects before a crime is committed. According to a report from the Financial Times, authorities are tapping on facial recognition ...

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China is using AI to predict who will commit crime next - Mashable

Banner Health is the first to bring AI to stroke care in Phoenix – AZ Big Media

Banner Health has partnered with Viz.ai to bring the first FDA-cleared computer-aided triage system to the Phoenix-metro area. This new technology will help facilitate early access to the most advanced stroke care for Banner Healths patients across the state, including machine-learning rapid analysis of suspected large vessel occlusion (LVO) strokes, which account for approximately one in four acute ischemic strokes.

Having developed the first Joint Commission Certified Primary Stroke Center in Arizona, Banner University Medical Center Phoenix, part of the Banner Health network, continues its commitment to leverage advanced innovations to improve access to the most optimal treatments for patients who are suffering an acute stroke. Viz.ai solutions will allow Banner Health to further enhance the power of its stroke care teams through rapid detection and notification of suspected LVO strokes. The technology also allows Banners stroke specialists to securely communicate to synchronize care and determine the optimal patient treatment decision, potentially saving critical minutes, even hours, in the triage, diagnosis, and treatment of strokes.

Treating a patient suffering from a stroke requires quick and decisive action. Just 15 minutes can make a difference in saving someones life, said Jeremy Payne, MD, PhD, director of the Stroke Center at Banner University Medicine Neuroscience Institute. Viz.ais solutions will truly transform the way that we deliver stroke care to our community, which we believe will result in improved outcomes for our patients.

This applied artificial intelligence-based technology is being deployed throughout the Banner Health network including atBanner University Medical Center Phoenix,Banner Del E Webb Medical Centerin Sun City West, andBanner Desert Medical Centerin Mesa. Within the next few months, it is expected to be used as an early-warning system for strokes throughout the entire network of Banner hospitals in Arizona.

With this technology our stroke specialists can be automatically notified of potential large strokes within minutes of imaging completion, and the computerized platform often recognizes the stroke before the patient has left the CT scanner, Payne added. We can immediately access the specialized imaging results on our phones, and then communicate with the Emergency Department physician in a matter of minutes. This dramatically accelerates our ability to initiate treatment.

Combining groundbreaking applied artificial intelligence with seamless communication, Viz.ais image analysis facilitates the fast and accurate triage of suspected LVOs in stroke patients and better collaboration between clinicians at comprehensive and referral hospitals. Viz.ai synchronizes care across the whole care team, enabling a new era of Synchronized Care, where the right patient gets to the right doctor at the right time.

We are excited to bring our technology to Banner Health, said Dr. Chris Mansi, co-founder and CEO of Viz.ai. The exceptional care provided by the Banner Health stroke network will be enhanced by our cutting-edge applied artificial intelligence platform which will enable faster coordination of care for the sickest patients and improve access to life-saving therapy through the community they serve.

To learn more about Banner Healths stroke program, visitbannerhealth.com/stroke.

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Banner Health is the first to bring AI to stroke care in Phoenix - AZ Big Media

AI Will Re-Start the Profitability Explosion – Inverse


Inverse
AI Will Re-Start the Profitability Explosion
Inverse
By 2035, A.I. solutions will have increased industrial productivity in fully adapted industries by 40 percent, and increased the overall growth rate in 16 of the biggest industries by 1.7 percent. That could produce an overall increase in profitability ...

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AI Will Re-Start the Profitability Explosion - Inverse

Jobvite Acquires Predictive Partner Team to Accelerate AI Innovation – Business Wire

INDIANAPOLIS--(BUSINESS WIRE)--Jobvite (www.jobvite.com), the leading end-to-end talent acquisition suite, today announced that it has acquired the artificial intelligence (AI) and data science team at Predictive Partner. Morgan Llewellyn, CEO of Predictive Partner, will serve as Jobvites Chief Data Scientist and oversee a team leveraging AI through automation, predictive analytics, data science, machine learning, natural language processing, and optical character recognition.

As the first provider to introduce both machine vision to generate Magic Resumes and candidate de-identification technology to reduce screening bias in chat transcripts, we understand the potential AI holds for talent acquisition professionals, said Aman Brar, CEO of Jobvite. The addition of Morgan and the Predictive Partner team to our ranks will help our customers derive even more value from the Jobvite Talent Acquisition Suite. By weaving native AI into all aspects of our software, we will deliver more than mere featureswe will deliver the future of smart automation, intelligent messaging, candidate matching, and data-driven hiring decisions for talent organizations of all sizes.

Today, many companies treat AI and analytics as bolt-on features within a specific offering, said Llewellyn. These siloed attempts fail to understand and account for the complex relationships between different workflows, from sourcing to applications, interviews, hiring, and internal mobility. The future of AI in talent acquisition rests in a unified approach that learns across the entire candidate journey from prospect to employee. Jobvite will use this unified approach to deliver more transparency, increase automation, mitigate bias, and improve the candidate experience. Predictive Partner is excited to join the Jobvite team and help recruiters improve their processes and outcomes while delivering a better candidate experience.

Asked for comment, Madeline Laurano, Founder and Chief Analyst of Aptitude Research Partners remarked, In an industry with many fragmented startups, Jobvite's acquisition of the Predictive Partner team and making AI an inherent part of the Jobvite Talent Acquisition Suite is great for its customers.

Coinciding with the acquisition, Jobvite has also announced the launch of enhanced candidate engagement scoring and intelligent candidate matching capabilities. Enhanced candidate engagement scoring will help talent acquisition teams better gauge candidate interest through at-a-glance engagement metrics for every candidate. Intelligent candidate matching will enable recruiters to scale their efforts by reducing the time it takes to identify a qualified candidate from a large volume of candidates. With intelligent candidate matching, recruiters can focus on talent with the skills and experience needed to succeed while quickly identifying candidates who may be better suited for other open roles.

To learn more about the application of AI and analytics in talent acquisition, recruiters, HR, and TA professionals are encouraged to register for The Summer to Evolve presented by Jobvite. To learn more about Jobvite, visit http://www.jobvite.com.

About Jobvite

Jobvite is leading the next wave of talent acquisition innovation with a candidate-centric recruiting model that helps companies engage candidates with meaningful experiences at the right time, in the right way, from first look to first day. The Jobvite Talent Acquisition Suite weaves together automation and intelligence in order to increase recruiting speed, quality, and cost-effectiveness. Jobvite is proud to serve thousands of customers across a wide range of industries including Ingram Micro, Schneider Electric, Premise Health, Zappos.com, and Blizzard Entertainment. To learn more, visit http://www.jobvite.com or follow the company on social media @Jobvite.

About Predictive Partner

Predictive Partner is a leading data science firm that solves critical business problems. Leveraging predictive analytics, data science, machine learning, and artificial intelligence, Predictive Partner achieves transformational business results for its clients. A team-based model with experienced Ph.D. data scientists allows clients to deploy and scale their data strategies with low risk and high dependability. To learn more, visit https://predictivepartner.com.

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Jobvite Acquires Predictive Partner Team to Accelerate AI Innovation - Business Wire

AI Is Part of Marketing. Are You Up to Speed? – CMSWire

PHOTO:Danielle MacInnes

Artificial intelligence (AI) is fast becoming as fundamental to customer experience (CX) as CX has become to the business.

According to IDC, the global AI market is poised to break the $500 billion mark by 2024. AI is surging as data size and diversity continue to grow and the cloud becomes a feasible option for quickly and economically scaling compute power and data storage.

AI and its subcomponents (machine learning, computer vision, natural language processing and even forecasting) are being woven into the analytics arsenal of marketing departments at organizations across industries. Marketers today use AI at different levels: AI-enhanced campaigns to build brand preference; AI-enabled smart agents to continuously engage consumers; and AI-powered marketing technologies to drive efficiency.

"Start by doing what's necessary; then do what's possible; and suddenly you are doing the impossible." This inspirational maxim is also an effective principle for marketing and CX pros to help build out AI capabilities.

To explore how AI can be used to enhance marketing, help marketers better understand their customers and deliver a great customer experience, start with high-friction areas:

Related Article: Use AI Thinking to Improve Customer Experience

The three high-friction areas on their own are solid starting points for improving customer experience. Prioritize use cases that check two or three of these areas to compound the benefits even more.

But how you can differentiate between gimmicks and actual transformative use cases that deliver both customer and business value?

AI marketing initiatives can fall into three interrelated layers:

Use video or image analytics to make product recommendations based on facial recognition. Or enable redemption of loyalty points based on voice recognition and natural language processing (NLP).

For example, Louis Vuitton uses facial recognition within the Baidu ecommerce platform to match consumers with fragrances.

Discount supermarket chain, Lidl, uses NLP in its conversational chatbot Margot on Facebook Messenger. Margot helps shoppers get the best out of its wine selection.

Related Article: The New Wave of Web Chat: Here's What Has Changed

Conversational AI can provide shortcuts to content (e.g., how-to tutorials) and status updates to consumer accounts (e.g., points balance or orders). Pre-trained vertical AI agents can assist with product research (e.g., comparison tools for financial investments, apparel, etc.).

For example, the Bank of America chatbot Erica has served more than 10 million users and is able to understand close to 500,000 question variations.

1-800 Flowers has an AI-powered concierge named Gwyn (Gifts When You Need). Gwyn can successfully reply to customer questions, help customers find the best gifts and assist them through the entire shopping experience for individually tailored offers.

Use AIs optimization capabilities to improve marketing efficiency and continuously lift marketing performance over the long term.

Machine learning and optimization models can automate audience targeting and personalized product recommendations over multiple media channels. Forecasting and optimization techniques can tailor campaigns on-the-fly, and even discover new segments.

Coca-Cola installed AI-powered vending machines that use the Coca-Cola mobile app in tandem with facial recognition in some countries to deliver customized experiences. These new vending machines increased channel revenue by 6%, with 15% fewer restocking trips owing to personalization and better stock management and inventory optimization.

Related Article: Personalization at Scale: Is AI the Most Realistic Way Forward?

AI will be an essential part of modern marketing. Marketers must ramp up their AIQ (artificial intelligence quotient) to learn from, adapt to, collaborate with and generate business results from AI. AI will continue to replace mundane, repetitive marketing tasks. Human skills like creativity, communication, collaboration, empathy and judgement will become increasingly important. Already, new roles such as data artists and data storytellers are emerging, signaling the beginning of this transformation.

Marketers are under pressure to deliver ROI and often find it difficult to justify big AI investments. Take an experimental, testing approach and increase the variables to optimize simultaneously: web design, incentives, messages, timing, etc. To effectively demonstrate ROI, start with a small campaign or project with clear success metrics. Focus first on two areas that have clear goals, for example, increase customer service response rates by X% (a specified percent).

First, use existing value- based metrics to see if AI improves marketing performance and delivers business outcomes. Common metrics today include cost per acquisition, sales conversion rates, customer lifetime value and return on marketing investment. Second, determine whether AI increases the efficiency of marketing measurement. Dont measure the success of AI. Measure the success of your marketing initiatives.

AI promises to enhance every aspect of customer experience. To prevent disillusionment, marketing leaders must pursue AI in the context of brand differentiation, profitable growth and efficiency gains.

Wilson Raj is the Global Director of Customer Intelligence at SAS, responsible for the marketing of SAS AI-powered marketing solutions. Data-inspired and creatively-driven, Raj has built brand value, engagement and loyalty through expertise in strategy and analytical marketing.

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AI Is Part of Marketing. Are You Up to Speed? - CMSWire

Catalyst of change: Bringing artificial intelligence to the forefront – The Financial Express

Artificial Intelligence (AI) has been much talked about over the last few years. Several interpretations of the potential of AI and its outcomes have been shared by technologists and futurologists. With the focus on the customer, the possibilities range from predicting trends to recommending actions to prescribing solutions.

The potential for change due to AI applications is energised by several factors. The first is the concept of AI itself which is not a new phenomenon. Researchers, cognitive specialists and hi-tech experts working with complex data for decades in domains such as space, medicine and astrophysics have used data to help derive deep insights to predict trends and build futuristic models.

AI has now moved out of the realms of research labs to the commercial world and every day life due to three key levers. Innovation and technology advancements in the hardware, telecommunications and software have been the catalysts in bringing AI to the forefront and attempting to go beyond the frontiers of data and analytics.

What was once seen as a big breakthrough to be able to analyse the data as if-else- then scenarios transitioned to machine learning with the capability to deal with hundreds of variables but mostly structured data sets. Handcrafted techniques using algorithms did find ways to convert unstructured data to structured data but there are limitations to such volumes of data that could be handled by machine learning.

With 80% of the data being unstructured and with the realisation that the real value of data analysis would be possible only when both structured and unstructured data are synthesised, there came deep learning which is capable of handling thousands of factors and is able to draw inferences from tens of billions of data comprising of voice, image, video and queries each day. Determining patterns from unstructured data multi-lingual text, multi-modal speech, vision have been maturing making recommendation engines more effective.

Another important factor that is aiding the process for adoption of AI rapidly is the evolution seen in the hardware. CPUs (Central processing unit) today are versatile and designed for handling sequential codes and not for addressing codes related to massive parallel problems. This is where the GPUs (graphcial processing units) which were hitherto considered primarily for applications such as gaming are now being deployed for the purpose of addressing the needs of commercial establishments, governments and other domains dealing with gigantic volumes of data supporting their needs for parallel processing in areas such as smart parking, retail analytics, intelligent traffic systems and others. Such computing intensive functions requiring massive problems to be broken up into smaller ones that require parallelisation are finding efficient hardware and hosting options in the cloud.

Therefore the key drivers for this major transition are the evolution of hardware and hosting on the cloud, sophisticated tools and software to capture, store and analyse the data as well as a variety of devices that keep us always connected and support in the generation of humungous volumes of data. These dimensions along with advances in telecommunications will continue to evolve, making it possible for commercial establishments, governments and society to arrive at solutions that deliver superior experiences for the common man. Whether it is agriculture, health, decoding crimes, transportation or maintenance of law and order, we have already started seeing the play of digital technologies and democratisation of AI would soon become a reality.

The writer is chairperson, Global Talent Track, a corporate training solutions company

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Catalyst of change: Bringing artificial intelligence to the forefront - The Financial Express

Whats This? A Bipartisan Plan for AI and National Security – WIRED

US representatives Will Hurd and Robin Kelly are from opposite sides of the ever-widening aisle, but they share a concern that the US may lose its grip on artificial intelligence, threatening the American economy and the balance of world power.

Thursday, Hurd (R-Texas) and Kelly (D-Illinois) offered suggestions to prevent the US from falling behind China, especially, on applications of AI to defense and national security. They want to cut off Chinas access to AI-specific silicon chips and push Congress and federal agencies to devote more resources to advancing and safely deploying AI technology.

Although Capitol Hill is increasingly divided, the bipartisan duo claim to see an emerging consensus that China poses a serious threat and that supporting US tech development is a vital remedy.

American leadership and advanced technology has been critical to our success since World War II, and we are in a race with the government of China, Hurd says. Its time for Congress to play its role. Kelly, a member of the Congressional Black Caucus, says that she has found many Republicans, not just Hurd, the only Black Republican in the House, open to working together on tech issues. I think people in Congress now understand that we need to do more than we have been doing, she says.

The Pentagons National Defense Strategy, updated in 2018, says AI will be key to staying ahead of rivals such as China and Russia. Thursdays report lays out recommendations on how Congress and the Pentagon should support and direct use of the technology in areas such as autonomous military vehicles. It was written in collaboration with the Bipartisan Policy Center and Georgetowns Center for Security and Emerging Technology, which consulted experts from government, industry, and academia.

The report says the US should work more closely with allies on AI development and standards, while restricting exports to China of technology such as new computer chips to power machine learning. Such hardware has enabled many recent advances by leading corporate labs, such as at Google. The report also urges federal agencies to hand out more money and computing power to support AI development across government, industry, and academia. The Pentagon is asked to think about how court martials will handle questions of liability when autonomous systems are used in war, and talk more about its commitment to ethical uses of AI.

Hurd and Kelly say military AI is so potentially powerful that America should engage in a kind of AI diplomacy to prevent dangerous misunderstandings. One of the reports 25 recommendations is that the US establish AI-specific communication procedures with China and Russia to allow human-to-human dialog to defuse any accidental escalation caused by algorithms. The suggestion has echoes of the Moscow-Washington hotline installed in 1963 during the Cold War. Imagine in a high stakes issue: What does a Cuban missile crisis look like with the use of AI? asks Hurd, who is retiring from Congress at the end of the year.

I think people in Congress now understand that we need to do more than we have been doing.

Representative Robin Kelly, D-Illinois

Beyond such worst-case scenarios, the report includes more sober ideas that could help dismantle some hype around military AI and killer robots. It urges the Pentagon to do more to test the robustness of technologies such as machine learning, which can fail in unpredictable ways in fast-changing situations such as a battlefield. Intelligence agencies and the military should focus AI deployment on back-office and noncritical uses until reliability improves, the report says. That could presage fat new contracts to leading computing companies such as Amazon, Microsoft, and Google.

Helen Toner, director of strategy at the Georgetown center, says although the Pentagon and intelligence community are trying to build AI systems that are reliable and responsible, theres a question of whether they will have the ability or institutional support. Congressional funding and oversight would help them get it right, she says.

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Whats This? A Bipartisan Plan for AI and National Security - WIRED

Ai (Canaan) – Wikipedia

Ai (Hebrew: h-y "heap of ruins"; Douay-Rheims: Hai) was a Canaanite city. According to the Book of Joshua in the Hebrew Bible, it was conquered by the Israelites on their second attempt. The ruins of the city are popularly thought to be in the modern-day archeological site Et-Tell.

According to Genesis, Abraham built an altar between Bethel and Ai.[1]

In the Book of Joshua, chapters 7 and 8, the Israelites attempt to conquer Ai on two occasions. The first, in Joshua 7, fails. The biblical account portrays the failure as being due to a prior sin of Achan, for which he is stoned to death by the Israelites. On the second attempt, in Joshua 8, Joshua, who is identified by the narrative as the leader of the Israelites, receives instruction from God. God tells them to set up an ambush and Joshua does what God says. An ambush is arranged at the rear of the city on the western side. Joshua is with a group of soldiers that approach the city from the front so the men of Ai, thinking they will have another easy victory, chase Joshua and the fighting men from the entrance of the city to lead the men of Ai away from the city. Then the fighting men to the rear enter the city and set it on fire. When the city is captured, 12,000 men and women are killed, and it is razed to the ground. The king is captured and hanged on a tree until the evening. His body is then placed at the city gates and stones are placed on top of his body. The Israelites then burn Ai completely and "made it a permanent heap of ruins."[2] God told them they could take the livestock as plunder and they did so.

Edward Robinson (17941863), who identified many biblical sites in the Levant on the basis of local place names and basic topography, suggested that Et-Tell or Khirbet Haijah were likely on philological grounds; he preferred the former as there were visible ruins at that site.[3] A further point in its favour is the fact that the Hebrew name Ai means more or less the same as the modern Arabic name et-Tell. Albright's identification has been accepted by the majority of the archaeological community, and today et-Tell is widely believed to be one and the same as the biblical Ai.[4]

Up through the 1920s a "positivist" reading of the archeology to date was prevalent -- a belief that archeology would prove, and was proving, the historicity of the Exodus and Conquest narratives that dated the Exodus in 1440 BC and Joshua's conquest of Canaan around 1400 BC.[3]:117 And accordingly, on the basis of excavations in the 1920s the American scholar William Foxwell Albright believed that Et-Tell was Ai.[3]:86

However, excavations at Et-Tell in the 1930s found that there was a fortified city there during the Early Bronze Age, between 3100 and 2400 BCE, after which it was destroyed and abandoned;[5] the excavations found no evidence of settlement in the Middle or Late Bronze Ages.[3]:117 These findings, along with excavations at Bethel, posed problems for the dating that Albright and others had proposed, and some scholars including Martin Noth began proposing that the Conquest had never happened but instead was an etiological myth; the name meant "the ruin" and the Conquest story simply explained the already-ancient destruction of the Early Bronze city.[3]:117[6][7] Archeologists also found that the later Iron Age I village appeared with no evidence of initial conquest, and the Iron I settlers seem to have peacefully built their village on the forsaken mound, without meeting resistance.[8]:331-332

There are five main hypotheses about how to explain the biblical story surrounding Ai in light of archaeological evidence. The first is that the story was created later on; Israelites related it to Joshua because of the fame of his great conquest. The second is that there were people of Bethel inhabiting Ai during the time of the biblical story and they were the ones who were invaded. In a third, Albright combined these two theories to present a hypothesis that the story of the Conquest of Bethel, which was only a mile and a half away from Ai, was later transferred to Ai in order to explain the city and why it was in ruins. Support for this can be found in the Bible, the assumption being that the Bible does not mention the actual capture of Bethel, but might speak of it in memory in Judges 1:2226.[9]:80-82 Fourth, Callaway has proposed that the city somehow angered the Egyptians (perhaps by rebelling, and attempting to gain independence), and so they destroyed it as punishment.[10] The fifth is that Joshua's Ai is not to be found at et-Tell, but a different location entirely.

Most archaeologists support the identification of Ai with et-Tell. Koert van Bekkum writes that "Et-Tell, identified by most scholars with the city of Ai, was not settled between the Early Bronze and Iron Age I.[11]

Bryant Wood has proposed Khirbet el-Maqatir, but this has not gained wide acceptance.[12][13]

After fourteen seasons of archaeological excavation, Dr Scott Stripling, provost at The Bible Seminary in Katy (Houston), Texas and archaeological director for the Associates for Biblical Research (ABR), believes to have found proof in favour of Khirbet el-Maqatir being biblical Ai.[14] He starts from the presumption of a 15th-, not the consensual 13th-century Israelite conquest, sees a nearby wadi as the hiding place of the Israelite troops before the ambush, and has unearthed a city gate, which together fit the topography of the conquest as described in the Bible.[14]

Coordinates: 315501N 351540E / 31.91694N 35.26111E / 31.91694; 35.26111

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Ai (Canaan) - Wikipedia

Google researchers taught an AI to recognize smells – Engadget

The researchers created a data set of nearly 5,000 molecules identified by perfumers, who labeled the molecules with descriptions ranging from "buttery" to "tropical" and "weedy." The team used about two-thirds of the data set to train its AI (a graph neural network or GNN) to associate molecules with the descriptors they often receive. The researchers then used the remaining scents to test the AI -- and it passed. The algorithms were able to predict molecules' smells based on their structures.

As Wired points out, there are a few caveats, and they are what make the science of smell so tricky. For starters, two people might describe the same scent differently, for instance "woody" or "earthy." Sometimes molecules have the same atoms and bonds, but they're arranged as mirror images and have completely different smells. Those are called chiral pairs; caraway and spearmint are just one example. Things get even more complicated when you start combining scents.

Still, the Google researchers believe that training AI to associate specific molecules with their scents is an important first step. It could have an impact on chemistry, our understanding of human nutrition, sensory neuroscience and how we manufacture synthetic fragrance.

Google isn't alone. At an AI exhibit at London's Barbican Centre earlier this year, scientists used machine learning to recreate the smell of an extinct flower. In Russia, AI is being used to sniff out potentially deadly gas mixtures, and IBM is experimenting with AI-generated perfumes. Some have even toyed with using our sense of smell to reimagine how we design machine learning algorithms.

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Google researchers taught an AI to recognize smells - Engadget

Megacorp GSK inks AI drug development deal with Brit firm – The Register

GlaxoSmithKline has announced a research deal with British company Exscientia to use artificial intelligence to identify drug targets.

The deal will see GSK fund Exscientias research into AI-driven drug discovery, paying out up to 33m if it hits all its targets.

GSK has tasked the firm with identifying molecules that have the potential to treat up to 10 diseases in different areas - and will pay out based on how many of the projects go forward.

The big pharma company is one of many turning to AI to help speed up drug development processes, with this work focusing on the stage of creating a host of drug candidates.

Although some stages of drug discovery have benefited from new technologies, those working in the field want to see more work focused on the early stages of drug development.

This involves identifying molecules that could interact with disease targets; at a simplistic level, this might involve creating a drug that binds to a bacterium in such a way that it cant produce a protein it needs to survive.

Again, simplistically, the better this binding is, the better the drug works. But the crucial part about drug safety is not just that it interacts efficiently with the disease target - it must be highly specific for that interaction, or risk adverse affects of binding in places it shouldnt.

The drug industry spends a lot on these early stages, but many targets will fail at a later stage.

Jackie Hunter, CEO of the biological sciences arm of firm BenevolentAI, has said that the pharmaceutical industry loses 50 per cent of compounds in Phase II and Phase III trials - tests on between 100-300, and 300-3,000 patients, respectively - for lack of efficacy.

That isnt sustainable; it tells us were picking the wrong targets.

"A further quarter of failures in Phase II or III are for strategic or commercial reasons. That also tells us industry is not always making the right decisions about what compounds to prioritize, she told EY for the consultancys recent report on biotechnology.

The industry is trying to cut down on such losses by using AI-driven algorithms trained using academic literature and existing studies.

They will look for patterns in chemical structures and can be used to produce drugs that are specific for the target in question.

It allows researchers to cycle through potential molecules more quickly, and the use of big data allows quicker assessment of candidates; information that is then fed into the AI system and used to generate more - and improved - candidates.

Algorithms can also be used to assess the affect of a molecule on a cell, tissue or organism - projects like this generate masses of data that traditional methods wouldnt be able to process. This information can then feed into drug discovery.

Chief exec Andrew Hopkins said that Exscientias approach could offer up potential drugs in roughly one-quarter of the time, and at one-quarter of the cost of traditional approaches.

The firm said that its AI systems are developed to balance the strength - potency - of a drug, how selective it is and its pharmacokinetics - basically how quickly it is absorbed, processed and excreted by the body.

By applying a rapid design-make-test cycle, the Exscientia AI system actively learns from the preceding experimental results and rapidly evolves compounds towards the desired candidate criteria, the company said in a statement.

The firm will collaborate with GSK to discover novel and selective small molecules that interact with the disease targets set out by GSK.

A spokesperson for GSK told The Register that the company hadn't disclosed its overall investment in AI, but that it "sees it as a channel to keep on top of" and planned to work with others to advance it.

GSK's other work in the area includes the ATOM initiative - Accelerating Therapeutics for Opportunities in Medicine - in collaboration with the US National Cancer Institute and the Lawrence Livermore National Laboratories.

That project is looking at how to use high-performance computing to replace some of the empirical work used in drug discovery.

Meanwhile, in May, Exscientia announced a partnership with another massive pharmaceutical company, Sanofi, for work on metabolic disease, like diabetes - worth a potential 250m.

Similar to the GSK partnership, that work will develop and validate drug targets, but will focus on creating molecules that work with two distinct drug targets.

This is because drugs used for more complex diseases need to hit a number of targets at the same time to have a sustainable affect on the disease.

That deal brings in more money as any licensed products reaching the market will qualify for recurrent sales milestones.

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Megacorp GSK inks AI drug development deal with Brit firm - The Register