The present and future of AI – Harvard John A. Paulson School of …

How has artificial intelligence changed and shaped our world over the last five years? How will AI continue to impact our lives in the coming years? Those were the questions addressed in the most recent report from the One Hundred Year Study on Artificial Intelligence (AI100), an ongoing project hosted at Stanford University, that will study the status of AI technology and its impacts on the world over the next 100 years.

The 2021 report is the second in a series that will be released every five years until 2116. Titled Gathering Strength, Gathering Storms, the report explores the various ways AI is increasingly touching peoples lives in settings that range frommovie recommendationsandvoice assistantstoautonomous drivingandautomated medical diagnoses.

Barbara Grosz, the Higgins Research Professor of Natural Sciences at the Harvard John A. Paulson School of Engineering and Applied Sciences (SEAS) is a member of the standing committee overseeing the AI100 project and Finale Doshi-Velez, Gordon McKay Professor of Computer Science, is part of the panel of interdisciplinary researchers who wrote this years report.

We spoke with Doshi-Velez about the report, what it says about the role AI is currently playing in our lives, and how it will change in the future.

Q: Let's start with a snapshot: What is the current state of AI and its potential?

Doshi-Velez: Some of the biggest changes in the last five years have been how well AIs now perform in large data regimes on specific types of tasks. We've seen [DeepMinds] AlphaZero become the best Go player entirely through self-play, and everyday uses of AI such as grammar checks and autocomplete, automatic personal photo organization and search, and speech recognition become commonplace for large numbers of people.

In terms of potential, I'm most excited about AIs that might augment and assist people. They can be used to drive insights in drug discovery, help with decision making such as identifying a menu of likely treatment options for patients, and provide basic assistance, such as lane keeping while driving or text-to-speech based on images from a phone for the visually impaired. In many situations, people and AIs have complementary strengths. I think we're getting closer to unlocking the potential of people and AI teams.

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The present and future of AI - Harvard John A. Paulson School of ...

Artificial Intelligence Solutions | Microsoft AI

Okay, here is a story for children about a dog who lives on the moon:

Luna was a very special dog. She was born on the moon, where her parents were part of a team of astronauts who were exploring the lunar surface. Luna loved the moon, because it was her home. She enjoyed bouncing around in the low gravity, digging holes in the dust, and chasing the moon rocks that rolled down the craters.

Luna was curious about everything, and she always wanted to learn new things. She liked to listen to the stories that her parents and the other astronauts told her about Earth, the blue planet that shone brightly in the sky. She wondered what it was like to see the sun, the stars, the clouds, and the oceans. She wondered what it was like to smell the flowers, to feel the wind, and to hear the birds. She wondered what it was like to meet other dogs, and to play with them.

One day, Luna decided that she wanted to go to Earth. She asked her parents if they could take her with them on their next mission, but they said no. They said that Earth was too dangerous for a moon dog, and that she would not be happy there. They said that she belonged on the moon, where she was safe and loved.

Luna was sad, but she did not give up. She thought that maybe she could sneak into the rocket when no one was looking, and hide until they reached Earth. She waited for the right moment, and then she ran towards the rocket. But before she could get inside, she was stopped by a friendly voice.

"Hey, where are you going, little one?" the voice said.

Luna looked up and saw a robot. It was a rover, a machine that explored the moon and collected data. It had wheels, a camera, a solar panel, and a antenna. It was one of Luna's friends, and she often played with it.

"I'm going to Earth," Luna said. "I want to see what it's like."

The rover shook its head. "That's not a good idea, Luna. Earth is not for you. You wouldn't like it there."

"Why not?" Luna asked.

"Because Earth is very different from the moon," the rover said. "It has a lot of things that you are not used to. It has a lot of noise, a lot of people, a lot of pollution. It has a lot of dangers, like cars, animals, diseases, and natural disasters. It has a lot of rules, like laws, customs, and manners. You would have to wear a special suit, and a special collar, and a special leash. You would have to stay indoors most of the time, and follow orders from strangers. You would have to give up your freedom, your fun, and your friends."

Luna frowned. "But Earth also has a lot of good things, right? It has a lot of beauty, a lot of diversity, a lot of wonder. It has a lot of things that I want to see, and smell, and hear, and touch. It has a lot of things that I want to learn, and experience, and enjoy. It has a lot of things that I want to love."

The rover nodded. "That's true, Luna. Earth also has a lot of good things. But you can't have them all. You have to choose. You have to decide what is more important to you. You have to decide where you belong."

Luna thought for a moment. She looked at the rocket, and then she looked at the moon. She looked at the Earth, and then she looked at the rover. She realized that the rover was right. She had to choose. And she knew what she wanted.

She smiled and said, "I belong here. I belong on the moon. This is my home. This is where I'm happy."

The rover smiled back and said, "I'm glad you feel that way, Luna. You are a very special dog. You are a moon dog. And I'm proud to be your friend."

Luna wagged her tail and said, "Thank you, rover. You are a very special robot. You are a moon rover. And I'm happy to be your friend too."

They hugged each other, and then they went to play. They bounced around in the low gravity, dug holes in the dust, and chased the moon rocks that rolled down the craters. They had fun, and they learned new things. They enjoyed the moon, and they loved each other.

And they lived happily ever after.

The end.

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Artificial Intelligence Solutions | Microsoft AI

Elon Musk agrees A.I. will hit people like an asteroid, says he used Obama meeting to urge regulation – Fortune

  1. Elon Musk agrees A.I. will hit people like an asteroid, says he used Obama meeting to urge regulation  Fortune
  2. Elon Musk Creates New Artificial Intelligence Company X.AI  The Wall Street Journal
  3. Elon Musk plans artificial intelligence start-up to rival OpenAI  Financial Times

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Elon Musk agrees A.I. will hit people like an asteroid, says he used Obama meeting to urge regulation - Fortune

Bank Of America Reveals Surprise Crypto Key Driver Amid $300 Billion Bitcoin, Ethereum, BNB, XRP, Cardano, Dogecoin, Polygon And Solana Price Boom -…

Bank Of America Reveals Surprise Crypto Key Driver Amid $300 Billion Bitcoin, Ethereum, BNB, XRP, Cardano, Dogecoin, Polygon And Solana Price Boom  Forbes

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Chelsea Manning fought a complex system to transition in prison : NPR

Chelsea Manning Matt Barnes/Farrar, Straus and Giroux publishing company hide caption

This story is part of a series looking at transgender inmates in the U.S. and the challenges they face in confinement and upon release. The series focuses on topics such as being incarcerated in prisons that do not reflect the inmate's gender identity, the medical hurdles faced behind bars and rehousing after being released. The series includes dozens of interviews with inmates, experts and public officials.

Chelsea Manning has been described as many things in her life: Soldier. Hacker. Criminal. Whistleblower. Traitor.

The 35-year-old is perhaps best known for leaking hundreds of thousands of military and diplomatic records about the Iraq and Afghanistan wars to WikiLeaks in 2010. It's believed to be the largest unauthorized leak of classified material in U.S. history.

She spent seven years in prison for that leak.

And while incarcerated, she transitioned. Regardless of her high profile at the time, Manning faced many of the same struggles that other transgender prisoners in the U.S. deal with.

Manning told NPR that she and her attorneys dealt with a complex assortment of administrative parties, such as the Federal Bureau of Prisons, the U.S. Defense Department, a federal prison, a local jail and various courts. All of this opened her eyes to a system that is set up for prisoners of all stripes to fail, she said.

"How do you navigate these sometimes Byzantine administrative structures to get to understand who to go to and who to complain to?" Manning said. "The average person doesn't stand a chance. That's the frank truth."

Manning was housed with men at the Midwest Joint Regional Correctional Facility at Fort Leavenworth, Kansas. When she began transitioning, she requested gender-affirming care. She was refused.

That exacerbated Manning's diagnosed gender dysphoria and mental health problems while incarcerated, she and her attorneys maintained at the time. Despite knowing what would help alleviate these symptoms, Manning said, prison officials for her case did nothing. That's what many other prisoners, trans or not, deal with on a regular basis.

Prison officials "just don't care. They're there to protect the prison, and the workers, the employees not the inmates. They're not there to advocate for an inmate," Manning said.

Studies have shown that incarcerated individuals are more likely than the general population to deal with chronic health problems. Access to proper treatment is unreliable. In Manning's case, she received gender-affirming care only after a lawsuit.

Manning's first lawsuit against the U.S. was filed in September 2014. Since then, not much has changed for trans inmates trying to get treated for gender dysphoria. Manning was even forced to advocate for access to proper care while incarcerated a second time in 2019 for a separate case.

In July 2013, Manning was convicted and sentenced to 35 years in prison for her leak of government records.

A month later, she publicly announced she is trans, and she sought hormone therapy. She also requested permission to grow her hair out and to get access to items that would help her express her gender identity, such as cosmetics.

In Manning's case, because she was in the military, the Pentagon and not the Federal Bureau of Prisons was ultimately responsible for her care in custody.

Manning said she encountered outright hostility from the very top of the Defense Department. Then-Secretary of Defense Chuck Hagel would deadname Manning and referred to her using he/him pronouns, she wrote in her memoir, README.txt.

The Defense Department did not respond to NPR's request for comment.

Chelsea Manning was held at this military prison at Fort Leavenworth, Kan., pictured in 2009. Charlie Riedel/AP hide caption

Chelsea Manning was held at this military prison at Fort Leavenworth, Kan., pictured in 2009.

The military's own doctors diagnosed Manning with gender dysphoria. And yet the American Civil Liberties Union said the military's response to Manning's request to treat this diagnosis was to say that it does "not provide hormone therapy or sex-reassignment surgery for gender identity disorder."

If an incarcerated person has a complaint over how they were treated, their first step is usually to file a grievance. There is generally an internal appeals process within each facility. That process must be exhausted before a person can pursue a lawsuit.

"These administrative methods slow things down. And they're used as an excuse before you can go to the courts," Manning said. "And they often weigh heavily in the direction of prisons and the carceral system."

Many of the incarcerated and formerly incarcerated individuals who spoke with NPR echoed Manning's remarks, saying this process was exhausting and confusing and often resulted in no changes.

Manning wrote of this fight in her memoir:

In December 2014, I successfully demanded access to cosmetics. The Pentagon ultimately made the decision about whether I'd be allowed to use lipstick, a surreal moment. And yet it still felt like a humiliating compromise, a stopgap measure that didn't address the fundamental, underlying issue.

In 2015, after a year of litigation, the U.S. government relented and allowed Manning to begin hormone therapy. According to the ACLU, this made Manning the first individual to get health care pertaining to gender transition while in military prison.

Manning told NPR she knew the federal government's opposition was futile because the precedents, regulations and doctors were on her side.

"The hang-up wasn't with the medical authorities. The hang-up wasn't the regulatory infrastructure. The hang-up was, they just didn't want to do it," she said.

Once word came down that Manning won her legal battle, she found that the men incarcerated alongside her were ecstatic that "one of their own" was successful in her fight against the system.

"Inmates were just thrilled to see an inmate asked for something, fought for it and won. Very rarely does that happen," she said.

After that, Manning said, she saw fellow inmates start requesting that the prison address their own medical needs that they were being denied care for.

"They started to fight for that. It was very encouraging for inmates, and it was very much a positive," she said.

Manning said her case was also a "watershed moment for the military."

But she's quick to note that she wasn't the first transgender person overall to fight for, and win, access to health care and some gender-affirming treatment in prison.

She points to the 1989 U.S. Supreme Court case of Dee Farmer, a trans woman who was imprisoned in a men's facility. That decision has been frequently used by prisoners challenging their treatment.

Chelsea Manning, pictured in 2022, spoke to NPR about her experiences of transitioning while incarcerated. Dirk Waem/Belga Mag/AFP via Getty Images hide caption

Manning's legal conflicts with the U.S. government and the military in 2014 wouldn't be the last time she would have to push officials to address her health care needs as a trans woman.

Two years after her 2017 release from prison, after President Barack Obama commuted her sentence, Manning was jailed again. This time it was over her refusal to testify before a federal grand jury in a case involving WikiLeaks and its founder, Julian Assange.

Manning said at the time of this case that she had just undergone gender-affirming surgery. While incarcerated at the William G. Truesdale Adult Detention Center in Alexandria, Va., for nearly a year, she says, her medical care was disrupted early on and subsequently affected post-surgical care.

"Despite the Department of Justice saying that there wouldn't be this issue, it became immediately an issue the second that we were in jail," she said.

Dr. Fan Liang, the medical director of the Johns Hopkins Center for Transgender and Gender Expansive Health, said it's critical for any patient receiving gender-affirming surgeries to maintain good follow-up care.

"It's especially critical that they are in an environment in which they have adequate resources for post-operative follow-up care and a safe, supportive situation," Liang said.

The fight to get the Alexandria jail to address Manning's needs was one that also involved the Justice Department and the U.S. Marshals Service, under the custody of which she was remanded.

Her attorneys addressed their concerns to a judge during a hearing in May 2019, according to court documents. They said that the jail staff was ill-equipped to address the health needs of a trans woman and that Manning wasn't getting the right care fast enough.

"The source of the complications that Chelsea has experienced seem to have been at least in part due to the questionable hygiene of the jail and the lack of control that Chelsea herself has over her daily post-surgical regimen," Moira Meltzer-Cohen, the attorney representing Manning at that time, told the court.

Manning's lack of control over her post-surgical health care was something authorities were unwilling to change, Meltzer-Cohen said then.

The Alexandria Sheriff's Office, which is in charge of the facility where Manning was housed, told NPR that it is confident Manning "received the necessary and appropriate medical care" while in its custody.

The office said that all inmates' medical treatments and medications have to first be reviewed by the facility's health care team. Federal inmates, like Manning, may also require additional review by the U.S. Marshals Service, or a judge may order specific treatment for those individuals.

"The Alexandria Adult Detention Center's healthcare practices are consistent with and in compliance with national standards. Most recently, the National Commission on Correctional Health Care reaccredited our facility after finding it to be in 100% compliance with all applicable mandatory standards," the office said in a statement.

The U.S. Marshals Service did not respond to NPR's request for comment.

Manning said the delays she encountered while jailed in Alexandria until 2020 were eventually handled, but it left longer-term health impacts on her.

Manning said she does know that her treatment, including the lack thereof, as a trans woman is an example of how poorly jails and prisons are equipped to deal with the medical needs of all prisoners.

"Prisons just don't prioritize medical care in prison, period," she said.

She noted that she had strong legal representation, but it was still incredibly difficult for her and sometimes her lawyers to navigate confusing regulations and policies.

She asked, how can someone without formal education or the right support fight back?

Manning said her experience shows how "there needs to be a lot more robust protections for prisoners and prisoners' access to care in general, not just in terms of trans care. Because that will immediately benefit a larger group of people who are being harmed, while also benefiting trans people."

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Chelsea Manning fought a complex system to transition in prison : NPR

Book Review: README.txt, by Chelsea Manning – New York Times

Though many of the facts here were previously known through extensive news reporting over more than a decade, Mannings memoir fills in some blanks and, most important, adds a searing personal element. The writing in README.txt is vivid, as its narrative moves from an Oklahoma childhood to community college in Maryland to an unpredictable decision to enlist brought about partly by dire financial need which eventually brought her to the Middle East. She describes the Army base east of Baghdad where she was first stationed in late 2009, with its constant acrid smell, as bleak and beige and above all boring.

Manning conjures, too, a different kind of torture: her court-martial, during much of which she was convinced she would be locked up for life. Lawyers might have reached a plea deal if Manning had been willing to admit to malicious intent but she resisted the pressure to make what she called a moral compromise. She disputed, all along, that aiding the enemy was either the intention or the result of her actions, and she refers to the former defense secretary Robert Gatess view, stated at a news conference, that the leaked information did no significant harm to U.S. foreign policy.

Although Mannings tale is troubling to read, it manages to be uplifting as well. In addition to describing the abuse she was so often subjected to, she writes of small but touching acts of kindness, as when one prison barber knowing how much she detested the ritual buzz-cutting of her hair because it meant she was being treated as a man asked if he could shape her eyebrows. From then on, hed thread my brows into a feminine shape, a small thing that made me feel more like the person I knew I was. That she and her advocates managed to get the U.S. military to agree to her gender-transitioning in prison, including providing hormone therapy, is remarkable; her sense of accomplishment in becoming her true self gives the memoir something of a redemptive ending.

Was she right to blow the whistle? Thats a debate that rages around the leaks of classified material by Edward Snowden, Reality Winner, Thomas Drake and others. Accusations of treason will never cease, nor will the claims, however dubious, that theres a better way to follow ones conscience either by advocating for change, legally and conscientiously, from the inside, or by leaving an organization to become an activist. No one who has followed those cases, however, can argue that the punishments have not been harsh. Reality Winner, who leaked a single classified report, was sent away for years as President Trump (himself no scrupulous handler of classified information, we now know) found the scapegoat for leaking to the press that he wanted. It seemed a fulfillment of what the F.B.I. director James B. Comey had earlier promised him: a head on a pike to make the point that leaking is unacceptable.

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Book Review: README.txt, by Chelsea Manning - New York Times