Daily Archives: July 12, 2020

Letter: Confederate monuments, the fake news of the time – Mountain Xpress

Posted: July 12, 2020 at 1:31 am

[In response to Confederate Monuments Remind Us of Our History, June 24, Xpress:] When this controversy over people wanting to remove Confederate statues in the South first crossed my radar, I really knew nothing about it. Up until that point, I didnt even realize our country had many hundreds of these statues of Confederate generals and the like.

Hearing protesters wanting them removed, claiming they glorify not only racism, but the slavery of Black people, I could very much see where they were coming from. I can understand how these statues could be offensive to people, but why do we have hundreds of Confederate monuments throughout the Southern United States in the first place? As far as I can tell, the Civil War was about the Southern states, the Confederacy, wanting to keep slavery in place, whereas the rest of the country had come to terms with the fact that slaverys f**ked up and, like, we should probably stop doing that. The Confederacy was trying to secede from the United States of America and keep slavery alive. Fortunately, the Confederacy lost the Civil War, the states were reabsorbed back into the Union, and slavery was outlawed throughout the land.

So given the history, why the bleep are there people upset that these statues are coming down, and why were they even erected in the first place?

You got to love the internet I was able to look up a video by Vox on YouTube that breaks this part of the history down really well. Turns out there was this effort about 30 years after the war by a group of wealthy Southern elites under the name of the United Daughters of the Confederacy to propagandize to the youth in schools and erect all of these Confederate statues and monuments to sort of rewrite history, painting the South as fallen victims of big government oppression. Unbelievable stuff really, but these are the facts. I highly recommend checking out the Vox video on this called How Southern Socialites Rewrote Civil War History or look up the Wikipedia page on the United Daughters of the Confederacy or the Lost Cause of the Confederacy.

So, the next time someone says that removing these statues is erasing their history, ask them what history theyre talking about, because the history the statues and monuments are meant to represent pretends that the Civil War wasnt about slavery (kind of like denying the Holocaust) and by leaving the statues up, theyre promoting this falsified propagandized version of history, or as I loathe to refer to it: Fake news!#doyourresearch.

David AylwardAsheville

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Adobe tests an AI recommendation tool for headlines and images – TechCrunch

Posted: at 1:31 am

Team members at Adobe have built a new way to use artificial intelligence to automatically personalize a blog for different visitors.

This tool was built as part of the Adobe Sneaks program, where employees can create demos to show off new ideas, which are then showcased (virtually, this year) at the Adobe Summit. While the Sneaks start out as demos, Adobe Experience Cloud Senior Director Steve Hammond told me that 60% of Sneaks make it into a live product.

Hyman Chung, a senior product manager for Adobe Experience Cloud, said that this Sneak was designed for content creators and content marketers who are probably seeing more traffic during the coronavirus pandemic (Adobe says that in April, its own blog saw a 30% month-over-month increase), and who may be looking for ways to increase reader engagement while doing less work.

So in the demo, the Experience Cloud can go beyond simple A/B testing and personalization, leveraging the companys AI technology Adobe Sensei to suggest different headlines, images (which can come from a publishers media library or Adobe Stock) and preview blurbs for different audiences.

Image Credits: Adobe

For example, Chung showed me a mocked-up blog for a tourism company, where a single post about traveling to Australia could be presented differently to thrill-seekers, frugal travelers, partygoers and others. Human writers and editors can still edit the previews for each audience segment, and they can also consult a Snippet Quality Score to see the details behind Senseis recommendation.

Hammond said the demo illustrates Adobes general approach to AI, which is more about applying automation to specific use cases rather than trying to build a broad platform. He also noted that the AI isnt changing the content itself just the way the content is promoted on the main site.

This is leveraging the creativity youve got and matching it with content, he said. You can streamline and adapt the content to different audiences without changing the content itself.

From a privacy perspective, Hammond noted that these audience personas are usually based on information that visitors have opted to share with a brand or website.

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A new AI tool to fight the coronavirus – Axios

Posted: at 1:31 am

A coalition of AI groups is forming to produce a comprehensive data source on the coronavirus pandemic for policymakers and health care leaders.

Why it matters: A torrent of data about COVID-19 is being produced, but unless it can be organized in an accessible format, it will do little good. The new initiative aims to use machine learning and human expertise to produce meaningful insights for an unprecedented situation.

Driving the news: Members of the newly formed Collective and Augmented Intelligence Against COVID-19 (CAIAC) announced today include the Future Society, a non-profit think tank from the Harvard Kennedy School of Government, as well as the Stanford Institute for Human-Centered Artificial Intelligence and representatives from UN agencies.

What they're saying: "With COVID-19 we realized there are tons of data available, but there was little global coordination on how to share it," says Cyrus Hodes, chair of the AI Initiative at the Future Society and a member of the CAIAC steering committee. "That's why we created this coalition to put together a sense-making platform for policymakers to use."

Context: COVID-19 has produced a flood of statistics, data and scientific publications more than 35,000 of the latter as of July 8. But raw information is of little use unless it can be organized and analyzed in a way that can support concrete policies.

The bottom line: Humans aren't exactly doing a great job beating COVID-19, so we need all the machine help we can get.

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Opinion: How to make the most of this moment: A letter to anyone who cares about social change – Anishinabek News

Posted: at 1:31 am

By Justin Rhoden

We are in a moment. Weeks of protest in the United States against anti-black racism and the systemic injustices Black people face every day have reignited similar conversations across the globe. In Canada, communities have mobilized in solidarity to advocate against the injustices Black and Indigenous communities experience, despite the health concerns of the current pandemic.

While others still baffle with the reality that systemic racism exists in Canada, endless inquiries, reports, books, articles, and research have exhaustively discussed the pervasive role racism plays in our societies. This moment is certainly not to debate the experiences of many communities across Canada.

It is the moment for change, as all moments in time have been. However, unlike times before, we have the opportunity to transition from the little steps social advocacy has grown accustomed to practicing in which we demand change in small portions: enough to alleviate some suffering but not too much as to upset the oppressors.

In the past, these small victories have been a necessary strategy to cultivate the climate of change that we are currently experiencing. It has allowed us to preserve ourselves and our communities while working tirelessly to decolonize and deconstruct the oppressive systems.

As a result, countless communities of leaders, activists, and educators have produced a wealth of knowledge and resources to guide us towards liberating futures. Now is the moment we collectively create those futures.

Communities are already attempting this by sounding the alarm to defund the police to address systemic racism, police brutality, surveillance, profiling, and the excessive budget used to do this. Of course, racism is not about the police. While many recognize this, it is still the dominant strategy presented to seize this moment and begin addressing racism in Canada.

The injustices Black and Indigenous communities face are not separated and isolated phenomena but are intertwined in a complex structure of marginalization: simultaneously sustained and mediated by various institutions. Policing is merely a single institution that intersects with education, the economy, the government, healthcare, and the media. However, in this fight for justice, we default to reducing violent systems into individual institutions, placing them into categories, and obscuring the interdependence that underscores its functionality.

The masters tools will never dismantle the masters house Audrey Lorde.

Engaging with racism as a separate and unique form of injustice is unmistakably the oppressors tools. The fight against racism is a resistance to all types of oppression. The racism that disadvantages myself as a Black man also disadvantages Black and Indigenous women, so this is also the fight against misogyny, misogynoir, and violence against women. The same racism impacts those that are made materially deprived, so this is the fight against poverty. It affects our communities and environments; this is the fight against environmental pollution and climate change. It affects LGTBQ members and two-spirited people; this is the fight against gendered and sexual discrimination. It affects people in distant places overseas whose humanity is denied and exploited; this is the fight against imperialism.

Racism is not divorced from these various forms of oppression nor the institutions that sustain them. Social change advocacy that decontextualizes racism erases the complexities of the systems we are addressing, reduces the degree of action needed, resolves the stakeholders, and distorts the ability for all communities to recognize their role in addressing systemic racism in Canada. We cannot advocate against racism and not fight against poverty, or epistemic violence, or climate change, or sexual discrimination, or settler colonialism, or imperialism, oppressive education, and so forth.

These complex intersections of our positionalities and the injustices we face are the driving force for large-scale advocacy and change. They are our own tools that we must use to equip ourselves. Then, we can begin creating new collective realities rather than fragmented change, often subjected to the oppressors insidious co-optation of the justice we seek.

The call to defund the police cannot be divorced from the need to address the entire system of oppression: violent curriculums in education, an exploitative economy, a government that continuously undermines its commitments to Indigenous communities, the historical material deprivation of BIPOCs, etc.

Advocating for these widespread and multifaceted changes is the responsibility of all allies wherever they reside. With so much research, recommendations, and models for transformative change already developed by previous and existing communities, social change is only a matter of unwavering collective action and reflection. For example, all teachers and educators who consider themselves allies need to mobilize the curriculum recommendations and resources curated by Black and Indigenous communities to eliminate the epistemic injustices and taught racism reproduced through education. Likewise, all allies need to organize and advocate for authentic change within the space(s) that they operate in solidarity with Black and Indigenous Peoples and their complex intersectionalities.

Whenever the system fails to meet our demands for systemic justice and social change, we must then collectively reflect on the limitations of the structures that currently exist and collectively create and support our own. If the education system refuses to redesign its racist curriculums, the alternative cannot be to continue students education in these violent environments. Instead, the solution is to begin collectively creating new educational structures that are reflective of anti-oppressive values. We must activate and sustain our agency as social beings to collectively redefine and reorganize our society. However, such transformational movements are only possible if we authentically unite in action and reflection.

We are in a profound moment, where there are many networks, experiences, and resources available to change these systems or create entirely new ones that are reflective of our collective humanity. This moment is for all allies everywhere to meaningfully organize and mobilize for the liberating realities we deserve.

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Pentagon AI center shifts focus to joint war-fighting operations – C4ISRNet

Posted: at 1:31 am

The Pentagons artificial intelligence hub is shifting its focus to enabling joint war-fighting operations, developing artificial intelligence tools that will be integrated into the Department of Defenses Joint All-Domain Command and Control efforts.

As we have matured, we are now devoting special focus on our joint war-fighting operation and its mission initiative, which is focused on the priorities of the National Defense Strategy and its goal of preserving Americas military and technological advantages over our strategic competitors, Nand Mulchandani, acting director of the Joint Artificial Intelligence Center, told reporters July 8. The AI capabilities JAIC is developing as part of the joint war-fighting operations mission initiative will use mature AI technology to create a decisive advantage for the American war fighter.

That marks a significant change from where JAIC stood more than a year ago, when the organization was still being stood up with a focus on using AI for efforts like predictive maintenance. That transformation appears to be driven by the DoDs focus on developing JADC2, a system of systems approach that will connect sensors to shooters in near-real time.

JADC2 is not a single product. It is a collection of platforms that get stitched together woven together into effectively a platform. And JAIC is spending a lot of time and resources focused on building the AI component on top of JADC2, said the acting director.

According to Mulchandani, the fiscal 2020 spending on the joint war-fighting operations initiative is greater than JAIC spending on all other mission initiatives combined. In May, the organization awarded Booz Allen Hamilton a five-year, $800 million task order to support the joint war-fighting operations initiative. As Mulchandani acknowledged to reporters, that task order exceeds JAICs budget for the next few years and it will not be spending all of that money.

One example of the organizations joint war-fighting work is the fire support cognitive system, an effort JAIC was pursuing in partnership with the Marine Corps Warfighting Lab and the U.S. Armys Program Executive Office Command, Control and Communications-Tactical. That system, Mulchandani said, will manage and triage all incoming communications in support of JADC2.

Mulchandani added that JAIC was about to begin testing its new flagship joint war-fighting project, which he did not identify by name.

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We do have a project going on under joint war fighting which we are going to be actually go into testing, he said. They are very tactical edge AI is the way Id describe it. That work is going to be tested. Its actually promising work were very excited about it.

As I talked about the pivot from predictive maintenance and others to joint war fighting, that is probably the flagship project that were sort of thinking about and talking about that will go out there, he added.

While left unnamed, the acting director assured reporters that the project would involve human operators and full human control.

We believe that the current crop of AI systems today [...] are going to be cognitive assistance, he said. Those types of information overload cleanup are the types of products that were actually going to be investing in.

Cognitive assistance, JADC2, command and controlthese are all pieces, he added.

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‘It was paternalism’: how government support for Melbourne’s locked down public housing blocks fell short – The Guardian

Posted: at 1:31 am

I am not sure which is the more terrifying: the idea that the premier of Victoria, Daniel Andrews, had sufficient evidence to justify locking up about 3,000 of my neighbours, or the idea that he didnt and was doing it anyway.

Last Saturday, shortly after 4pm, Andrews announced that the public housing tenants of Flemington and North Melbourne were to be detained in forced quarantine because of potentially high rates of Covid-19. They would be prohibited from leaving their homes for any reason.

A sudden shock will send your fingers numb. I was watching the press conference on television. I grabbed my phone and ran the two blocks to the Flemington estate.

The police were already there. As dusk fell I began to take photographs of massed police cars, the flashing blue lights, the armed officers stopping people trying to leave the towers, and residents of the estate making their way home and asking: Whats happened? What have we done wrong? Has there been a murder?

The public housing towers are part of the rhythm of my suburb. There are the kids clattering up the hill to the high schools, and the constant traffic in the main street to and from the African cafes.

I can see the towers of the Flemington estate from my living room window. The lights in individual flats, blinking off, prompt me to my own bedtime. Sometimes if I rise in the night, I can see that someone over there is also awake.

I am not part of the public housing community. I am one of the middle-class white people literally and metaphorically at the top of the hill. But these are my neighbours.

On the estates, one in five people have no English, or poor English. The main languages are Vietnamese and Somali, as well as Ethiopian languages such as Amharic, Tigrunya and Oroimo. Arabic is common, as is Cantonese. Many of the residents are refugees from war-torn countries, predominantly in Africa. Unemployment is high.

And now, without warning, they were locked up by government.

The police, it emerged, had only about an hour and a halfs notice of the lockdown. The Department of Health and Human Services (DHHS), the lead agency managing the lockdown, had about the same warning.

The two local governments City of Melbourne and Moonee Valley city council had no warning, and nor did the community leaders on the estate.

Ever since the coronavirus crisis began, these leaders had been asking the health department for a plan. They wrote emails and made phone calls asking for hand sanitiser on every floor, regular deep cleaning of lifts and shared spaces, and public health information posted in multiple languages.

Bottles of sanitiser were placed in the foyers, but when they ran out they were not replaced. Otherwise, there was no visible response.

Now the community depended for its most basic needs on the same department which they routinely experience as deaf to their voices.

And that department was responsible, with next to no warning, for provisioning a vulnerable community the size of a small town, vertically stacked.

Among the residents, shock at the sudden and heavy police presence was universal, but there was also some relief that the emerging Covid-19 crisis, which they had been uneasily aware of, was at last attracting serious government attention. Yet there were no health workers, social workers or health department employees in the first wave of government action.

As one frustrated department employee said to me later, there are no standing armies of health workers and social workers. We have no surge capacity in caring. If you need an emergency response, you have either the army or the police.

In the African Australian community, there were angry people who did not believe the public health justification for the lockdown and saw the operation as a racially motivated act of oppression.

One resident of the Flemington estate, Melissa Whelan, got the text telling her about the lockdown when she was in the checkout queue at the supermarket. Short on cash, she had popped out for milk and bread with a budget of $7. She rapidly rang a friend, borrowed another $50 and stocked up.

Other households were not so quick or lucky. These tend to be big and young families, living week to week. Those who had planned to shop on Sunday soon ran short of food.

By Sunday morning, there were a few DHHS workers on the estate, dispatched at no notice and with no clear directions. The police were still in charge, and there were hundreds of them.

The DHHS and other agencies struggled with the implications of the premiers promise that this vulnerable community would be supported with wraparound services. To start with, they could barely keep it fed.

The basics boxes the government delivered in the first day of lockdown contained date-expired food, Weetbix without milk, jam without bread. They were stacked in the foyers while the DHHS worked out how to get them safely up the towers.

Calls went out from those inside the flats to friends and relations, desperately asking for grocery deliveries and, in some cases, medication.

Local federal and state MPs Greens and Labor devoted their staff to trying to fill the gaps, escalating emergencies on an ad hoc basis. The premiers office made a staff member solely available for their calls.

There were people with asthma who had no Ventolin, diabetics without clean needles, mothers of premature babies now isolated from their infants in the nearby Royal Melbourne hospital.

Meanwhile, the African community was rallying, wanting to look after its own. In the forefront were young volunteers from the North Melbourne-based Australian Muslim Social Services Agency Youth Connect (AMSSA) who began soliciting and trying to deliver bags of goods. Others were trying to deliver just to specific family members and friends.

It was chaotic, and made harder by the fact there was no protocol. Police concern for security, and DHHSs concern for infection control, meant the deliveries were frustrated. Food was left in foyers and on steps, attacked by rats overnight.

The people on the outside were desperate knocking their heads against a system failing to care for the community, yet prevented from doing the job themselves.

That was the first 48 hours.

On Monday night, I began to get texts telling me things were going very wrong. Residents looking down from their windows, hoping for deliveries, could see hazmat-clad workers carrying away bags of food. The DHHS infection control officer had knocked off for the day, and so the order went out that deliveries from the community were to be stopped.

The bags being carried away were the food that had been left to spoil overnight, but the combination of events meant that people in the flats believed goods bought for them by family members were being stolen.

They are starving our people, one social media post said.

Everyone pitched in. The local MPs hit the phones. I tweeted that it was a mix-up. I got replies saying I was just a lickspittle for racist authorities. The police were heard arguing with the DHHS orders.

I am not sure which part of this effort worked, but the order to prevent deliveries was rapidly reversed, and DHHS issued an apology.

This whole crisis took about 90 minutes to brew, peak and dissipate, but during that time I thought there might be a riot that the whole situation might slip disastrously out of control. Some police confessed the same fear.

By Tuesday, things were beginning to improve. The emergency management commissioner, Andrew Crisp, was brought in, as were many volunteers, emergency services and local government. Coles repurposed an entire supermarket to the provisioning effort.

It was an immense effort, with many people working ridiculously hard hours, all in the knowledge that they were still in some ways failing.

Pallets of food and supplies were trekked into the estate and up the tiny, decrepit lifts. Nevertheless, that night there was an arrest during another conflict between police and young African-Australian volunteers delivering food.

Meanwhile, the huge effort to test every resident for Covid-19 was underway. In the end, they managed to test 85%.

By Wednesday, there was plenty of food far too much food and much of it was wasted.

But the help was still generic. MPs and family members were hearing of urgent medical needs and mothers without nappies for their babies. The hotline established for residents had a wait of over an hour to be answered.

One MP described dealing with DHHS as struggling with institutional somnambulance, including an inability to realise that more than a nine-to-five effort was needed, and a stark refusal to embrace the efforts by the community to look after its own. Some called for the community to be allowed to run its own hotline.

It was paternalism, said another community representative. The fact that people wanted to help their own was seen as a problem, not a strength.

Behind the scenes the Labor MPs for the area, Bill Shorten and Danny Pearson, the Trades Hall Council and other Labor groups were pushing a mutually agreed log of claims about what needed to be done to save the state government from getting this wrong. The Greens MPs, Ellen Sandell and Adam Bandt, with their colleagues on the Melbourne city council, were pushing a similar message.

Top of the list was arguing for the young people of AMSSA to be taken into the heart of the effort, instead of being resisted and frustrated. By Wednesday morning that was beginning to happen. Protocols for community deliveries were established and the authorities began to cooperate with the community.

By the afternoon, the relief effort was at last adequate and impressive. It was a mighty thing just three days late. There were dedicated workers on site, consistently identifying individual household needs.

Thursday was intense. Testing had been finished the night before an immense effort by many health workers. Residents were to be given news of their results, and the future of the lockdown. The premiers press conference was to be at 11 am, then early afternoon. He finally got to his feet at 4.30pm.

All but one of the towers were to be moved to the same stage 3 restrictions as the rest of Melbourne. Alfred Street, on the North Melbourne estate, with 53 people testing positive, would remain in quarantine for another nine days.

Most significantly, AMSSA would become the host of the continuing work of provisioning Alfred Street. The police minister, Lisa Neville, even thanked them.

That night, the young people of AMSSA posted images of themselves to social media, dancing as they delivered the food parcels.

The Greens have called for an inquiry into the public housing lockdown. It seems inevitable there will be a reckoning and only that can determine whether such action was justified.

Questions will surely include why there was no planning for this scenario. The states pandemic plan, written in 2015, makes no mention of public housing. But surely when the coronavirus crisis began in March, plans could have been made that included consultations with community leaders on the estates.

As Daniel Andrews likes to say, this isnt over.

Some residents who were not on the estate when the lockdown occurred did not return. About 10% of residents did not open their door to the authorities at any stage during the lockdown, whether from fear or anger.

Almost certainly, more Covid-19 cases will emerge. But lessons have certainly been learned.

Awatif Taha, who told the Guardian her story at the beginning of the crisis, said on Friday afternoon: Last night we were all screaming with joy.

Perhaps, she said, the government had learned something about her community, its strength and resourcefulness. Perhaps now they would be heard.

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Where it Counts, U.S. Leads in Artificial Intelligence – Department of Defense

Posted: at 1:31 am

When it comes to advancements in artificial intelligence technology, China does have a lead in some places like spying on its own people and using facial recognition technology to identify political dissenters. But those are areas where the U.S. simply isn't pointing its investments in artificial intelligence, said director of the Joint Artificial Intelligence Center. Where it counts, the U.S. leads, he said.

"While it is true that the United States faces formidable technological competitors and challenging strategic environments, the reality is that the United States continues to lead in AI and its most important military applications," said Nand Mulchandani, during a briefing at the Pentagon.

The Joint Artificial Intelligence Center, which stood up in 2018, serves as the official focal point of the department's AI strategy.

China leads in some places, Mulchandani said. "China's military and police authorities undeniably have the world's most advanced capabilities, such as unregulated facial recognition for universal surveillance and control of their domestic population, trained on Chinese video gathered from their systems, and Chinese language text analysis for internet and media censorship."

The U.S. is capable of doing similar things, he said, but doesn't. It's against the law, and it's not in line with American values.

"Our constitution and privacy laws protect the rights of U.S. citizens, and how their data is collected and used," he said. "Therefore, we simply don't invest in building such universal surveillance and censorship systems."

The department does invest in systems that both enhance warfighter capability, for instance, and also help the military protect and serve the United States, including during the COVID-19 pandemic.

The Project Salus effort, for instance, which began in March of this year, puts artificial intelligence to work helping to predict shortages for things like water, medicine and supplies used in the COVID fight, said Mulchandani.

"This product was developed in direct work with [U.S. Northern Command] and the National Guard," he said. "They have obviously a very unique role to play in ensuring that resource shortages ... are harmonized across an area that's dealing with the disaster."

Mulchandani said what the Guard didn't have was predictive analytics on where such shortages might occur, or real-time analytics for supply and demand. Project Salus named for the Roman goddess of safety and well-being fills that role.

"We [now have] roughly about 40 to 50 different data streams coming into project Salus at the data platform layer," he said. "We have another 40 to 45 different AI models that are all running on top of the platform that allow for ... the Northcom operations team ... to actually get predictive analytics on where shortages and things will occur."

As an AI-enabled tool, he said, Project Salus can be used to predict traffic bottlenecks, hotel vacancies and the best military bases to stockpile food during the fallout from a damaging weather event.

As the department pursues joint all-domain command and control, or JADC2, the JAIC is working to build in the needed AI capabilities, Mulchandani.

"JADC2 is ... a collection of platforms that get stitched together and woven together[ effectively into] a platform," Mulchandani said. "The JAIC is spending a lot of time and resources focused on building the AI components on top of JADC2. So if you can imagine a command and control system that is current and the way it's configured today, our job and role is to actually build out the AI components both from a data, AI modeling and then training perspective and then deploying those."

When it comes to AI and weapons, Mulchandani said the department and JAIC are involved there too.

"We do have projects going on under joint warfighting, which are actually going into testing," he said. "They're very tactical-edge AI, is the way I describe it. And that work is going to be tested. It's very promising work. We're very excited about it."

While Mulchandani didn't mention specific projects, he did say that while much of the JAIC's AI work will go into weapons systems, none of those right now are going to be autonomous weapons systems. The concepts of a human-in-the-loop and full human control of weapons, he said, "are still absolutely valid."

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Beyond the AI hype cycle: Trust and the future of AI – MIT Technology Review

Posted: at 1:31 am

Theres no shortage of promises when it comes to AI. Some say it will solve all problems while others warn it will bring about the end of the world as we know it. Both positions regularly play out in Hollywood plotlines like Westworld, Carbon Black, Minority Report, Her, and Ex Machina. Those stories are compelling because they require us as creators and consumers of AI technology to decide whether we trust an AI system or, more precisely, trust what the system is doing with the information it has been given.

This content was produced by Nuance. It was not written by MIT Technology Review's editorial staff.

Joe Petro is CTO at Nuance.

Those stories also provide an important lesson for those of us who spend our days designing and building AI applications: trust is a critical factor for determining the success of an AI application. Who wants to interact with a system they dont trust?

Even as a nascent technology AI is incredibly complex and powerful, delivering benefits by performing computations and detecting patterns in huge data sets with speed and efficiency. But that power, combined with black box perceptions of AI and its appetite for user data, introduces a lot of variables, unknowns, and possible unintended consequences. Hidden within practical applications of AI is the fact that trust can have a profound effect on the users perception of the system, as well as the associated companies, vendors, and brands that bring these applications to market.

Advancements such as ubiquitous cloud and edge computational power make AI more capable and effective while making it easier and faster to build and deploy applications. Historically, the focus has been on software development and user-experience design. But its no longer a case of simply designing a system that solves for x. It is our responsibility to create an engaging, personalized, frictionless, and trustworthy experience for each user.

The ability to do this successfully is largely dependent on user data. System performance, reliability, and user confidence in AI model output is affected as much by the quality of the model design as the data going into it. Data is the fuel that powers the AI engine that virtually converts the potential energy of user data into kinetic energy in the form of actionable insights and intelligent output. Just as filling a Formula 1 race car with poor or tainted fuel would diminish performance, and the drivers ability to compete, an AI system trained with incorrect or inadequate data can produce inaccurate or unpredictable results that break user trust. Once broken, trust is hard to regain. That is why rigorous data stewardship practices by AI developers and vendors are critical for building effective AI models as well as creating customer acceptance, satisfaction, and retention.

Responsible data stewardship establishes a chain of trust that extends from consumers to the companies collecting user data and those of us building AI-powered systems. Its our responsibility to know and understand privacy laws and policies and consider security and compliance during the primary design phase. We must have a deep understanding of how the data is used and who has access to it. We also need to detect and eliminate hidden biases in the data through comprehensive testing.

Treat user data as sensitive intellectual property (IP). It is the proprietary source code used to build AI models that solve specific problems, create bespoke experiences, and achieve targeted desired outcomes. This data is derived from personal user interactions, such as conversations between consumers and call agents, doctors and patients, and banks and customers. It is sensitive because it creates intimate, highly detailed digital user profiles based on private financial, health, biometric, and other information.

User data needs to be protected and used as carefully as any other IP, especially for AI systems in highly regulated industries such as health care and financial services. Doctors use AI speech, natural-language understanding, and conversational virtual agents created with patient health data to document care and access diagnostic guidance in real time. In banking and financial services, AI systems process millions of customer transactions and use biometric voiceprint, eye movement, and behavioral data (for example, how fast you type, the words you use, which hand you swipe with) to detect possible fraud or authenticate user identities.

Health-care providers and businesses alike are creating their own branded digital front door that provides efficient, personalized user experiences through SMS, web, phone, video, apps, and other channels. Consumers also are opting for time-saving real-time digital interactions. Health-care and commercial organizations rightfully want to control and safeguard their patient and customer relationships and data in each method of digital engagement to build brand awareness, personalized interactions, and loyalty.

Every AI vendor and developer not only needs to be aware of the inherently sensitive nature of user data but also of the need to operate with high ethical standards to build and maintain the required chain of trust.

Here are key questions to consider:

Who has access to the data? Have a clear and transparent policy that includes strict protections such as limiting access to certain types of data, and prohibiting resale or third-party sharing. The same policies should apply to cloud providers or other development partners.

Where is the data stored, and for how long? Ask where the data lives (cloud, edge, device) and how long it will be kept. The implementation of the European Unions General Data Protection Regulation, the California Consumer Privacy Act, and the prospect of additional state and federal privacy protections should make data storage and retention practices top of mind during AI development.

How are benefits defined and shared? AI applications must also be tested with diverse data sets to reflect the intended real-world applications, eliminate unintentional bias, and ensure reliable results.

How does the data manifest within the system? Understand how data will flow through the system. Is sensitive data accessed and essentially processed by a neural net as a series of 0s and 1s, or is it stored in its original form with medical or personally identifying information? Establish and follow appropriate data retention and deletion policies for each type of sensitive data.

Who can realize commercial value from user data? Consider the potential consequences of data-sharing for purposes outside the original scope or source of the data. Account for possible mergers and acquisitions, possible follow-on products, and other factors.

Is the system secure and compliant? Design and build for privacy and security first. Consider how transparency, user consent, and system performance could be affected throughout the product or service lifecycle.

Biometric applications help prevent fraud and simplify authentication. HSBCs VoiceID voice biometrics system has successfully prevented the theft of nearly 400 million (about $493 million) by phone scammers in the UK. It compares a persons voiceprint with thousands of individual speech characteristics in an established voice record to confirm a users identity. Other companies use voice biometrics to validate the identities of remote call center employees before they can access proprietary systems and data. The need for such measures is growing as consumers conduct more digital and phone-based interactions.

Intelligent applications deliver secure, personalized, digital-first customer service. A global telecommunications company is using conversational AI to create consistent, secure, and personalized customer experiences across its large and diverse brand portfolio. With customers increasingly engaging across digital channels, the company looked to technology partners to expand its own in-house expertise while ensuring it would retain control of its data in deploying a virtual assistant for customer service.

A top-three retailer uses voice-powered virtual assistant technology to let shoppers upload photos of items theyve seen offline, then presents items for them to consider buying based on those images.

Ambient AI-powered clinical applications improve health-care experiences while alleviating physician burnout. EmergeOrtho in North Carolina is using the Nuance Dragon Ambient eXperience (DAX) application to transform how its orthopedic practices across the state can engage with patients and document care. The ambient clinical intelligence telehealth application accurately captures each doctor-patient interaction in the exam room or on a telehealth call, then automatically updates the patient's health record. Patients have the doctors full attention while streamlining the burnout-causing electronic paperwork physicians need to complete to get paid for delivering care.

AI-driven diagnostic imaging systems ensure that patients receive necessary follow-up care. Radiologists at multiple hospitals use AI and natural language processing to automatically identify and extract recommendations for follow-up exams for suspected cancers and other diseases seen in X-rays and other images. The same technology can help manage a surge of backlogged and follow-up imaging as covid-19 restrictions ease, allowing providers to schedule procedures, begin revenue recovery, and maintain patient care.

As digital transformation accelerates, we must solve the challenges we face today while preparing for an abundance of future opportunities. At the heart of that effort is the commitment to building trust and data stewardship into our AI development projects and organizations.

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Beyond the AI hype cycle: Trust and the future of AI - MIT Technology Review

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Solidarity Should Be the Basis of White Anti-Racism, Not Allyship – Jacobin magazine

Posted: at 1:31 am

We are in the middle of one of the most inspiring protest upsurges in the United States in decades. Mass demonstrations against racist police violence have swept the country since the police murder of George Floyd, demanding an end to state murders of unarmed black people and racial inequality more generally.

Protesters have persisted in the face of vicious police rioting and repressive curfews. The number of protests has waned in recent weeks, as all protest upsurges eventually do. But they are still going strong throughout much of the country and have produced a massive ideological shift, making defunding the police a mainstream policy proposal. Elected officials in some cities, with varying degrees of sincerity, are arguing for or have already pledged to cut police budgets.

The protests have inspired many white Americans to reflect on the persistence of racism in the United States and their role in changing it. One common framework for reflection involves asking how white people can be good allies to people of color.

This framework seems to suggest that, while white people have a moral obligation to assist people of color in anti-racist struggles, we who are white have no interests of our own at stake in these struggles. So white people must be moved to anti-racist action through feelings of obligation, guilt, or sympathy. At its worst, the white allyship framework promotes introspection and quasi-spiritual self-improvement as political action.

Black people in the United States have faced and continue to face horrible forms of oppression that white people dont. Yet thinking of white peoples role in anti-racist struggle solely in terms of allyship is myopic. White people have sometimes taken part in significant black freedom struggles in the past not just out of altruism or a sense of moral duty. They saw the moral imperative to fight racial oppression as bound up with broader projects of collective liberation projects in which they, too, had a stake. They were moved, in other words, by solidarity.

Take the story of the Haitian Revolution, as an example, recounted by C. L. R. James in his classic The Black Jacobins and dramatically illustrating the power of solidarity. The revolution in the French colony of Haiti (then called Saint-Domingue) began with an uprising of the enslaved in August 1791. This revolt took place against the context of the ongoing revolution in France.

The enslaved black people of Saint-Domingue won their freedom through years of protracted, bloody struggle against the white plantation owners, as well as French, British, and Spanish troops who attempted at different points to crush the rebellion.

Given the forces they were up against, the Haitian slaves victory over so many European imperial colonizers and invaders is one of the most incredible achievements of recent history. The slaves themselves were the principal protagonists in overthrowing slavery. As James writes, the revolutionary troops led by Touissant LOuverture, and not the perorations in the Legislative [Frances governing body] would be decisive in the struggle for freedom.

But the victory of the Haitian revolutionaries was also aided by the revolutionary action of the French masses. In 1792, the internally divided French government, which had not yet entered its more radical, Montagnard phase, sent armed forces to Saint-Domingue to help quell the enslaved peoples rebellion. By early 1793, these forces had nearly crushed the uprising.

But in the meantime, the French masses had deposed and executed the King, provoking Britain and Spain to declare war on the revolutionary regime. These events helped turn the tide. They forced a diversion of French troops away from their assault on LOuvertures army to defend the coasts against British and Spanish invaders, and they allowed LOuverture to make an alliance with the Spanish against the French.

In the course of these events, the cause of the Haitian rebels and that of the French revolutionaries came to be fused in the minds of the more radical militants. As a Jacobin-aligned governor of the colony said: The slaves of the New World are fighting for the same cause as the [revolutionary] French armies.

Local French authorities in Saint-Domingue were forced to declare the abolition of slavery, in an attempt to win the formerly enslaved to their side in the struggle against the counterrevolutionary powers. The abolition of slavery was finally made official and extended to all colonies by the French government on February 4, 1794.

Robespierre and the left-wing Jacobins (the Montagnards) had won control of the National Convention, and their voting for abolition reflected not only longstanding personal convictions, but the revolutionary mood of the French people. James writes:

It was not Paris alone but all revolutionary France. Servants, peasants, workers. the labourers by the day in the fields all over France were filled with a virulent hatred against the aristocracy of the skin. There were many so moved by the sufferings of the slaves that they had long ceased to drink coffee, thinking of it as drenched with the blood and sweat of men turned into brutes At that time slavery had been overturned only in [Saint-Domingue] of all the French colonies, and the generous spontaneity of the Convention was only a reflection of the overflowing desire which filled all France to end tyranny and oppression everywhere.

The revolutionary French masses came to fight for the abolition of slavery not out of a sense of pity or disinterested moral obligation, but because they had come to see their own destiny as tied up with the enslaved. As James says, the poor and working classes of France felt towards them [enslaved Saint-Dominguans] as brothers, and the old slave-owners, whom they knew to be supporters of the counter-revolution, they hated as if Frenchman themselves had suffered under the whip.

The white slave owners of Saint-Domingue had always opposed the French Revolution, which represented an assault on their property rights and political power. In 1793, they actually took the side of the invading British who had promised to restore slavery against the revolutionary French government. These counterrevolutionary efforts incited the French masses against the the aristocracy of the skin, which the common people associated with the hated French nobility they had just deposed.

Thus the slave owners opposition to the revolution made it easy for the French masses to see the connection between their own liberty and that of enslaved Saint-Dominguans. And as James notes, the planters counterrevolutionary conspiracy also gave the Montagnards strategic reasons to abolish slavery.

[The] [abolition] decree, by ratifying the liberty which the blacks had won, James writes, was giving them a concrete interest in the struggle against British and Spanish reaction. Frances revolutionary leaders (rightly) predicted that the formal abolition of slavery would recruit the former slaves to their side.

It was up to the enslaved people of Saint-Domingue to make the legal abolition of slavery a reality on the ground, through several more years of war with European armies who wanted to return them to bondage. Facing the possibility of death or torture at the hands of a vicious enemy, the formerly enslaved freed themselves through courageous armed struggle. But they also werent alone.

At the high point of the French Revolution, the French masses joined the Haitians to push forward the fight for abolition. And they did so because they saw their freedom and that of the black people of Saint-Domingue linked together by the struggle to defeat their common enemies.

Multiracial solidarity is a big part of the story of slaverys destruction in our own country, too. As in Haiti, it took a violent war to end slavery, during which the actions of black people themselves were central to the process that led to their emancipation.

As W. E. B. Du Bois famously argued, the Union victory was hastened by a general strike of hundreds of thousands of enslaved people in the South, who deserted their plantations to assist and join the Union war effort.

But understanding why the Civil War occurred in the first place requires us to look to the mass antislavery movement that brought Abraham Lincoln and the Republican Party to power. It was the Republican capture of the federal government that provoked Southern secession, and as historian Matt Karp writes, the party achieved this [by] linking the moral battle against slavery to the material concerns of millions of Northern voters.

The ideological connection that the antislavery movement and Republican Party forged between the material interests of ordinary white Northerners and the freedom of enslaved black people helped make it possible for many Northern whites to find common cause with the enslaved and, again, to perceive a common enemy.

Republicans mass appeal rested in large part on developmental and egalitarian economic policies that ran counter to the interests of the slave-owning class, including tariffs and federal infrastructure spending. Their central economic proposal, Karp says, was a homestead act by which the government would give away millions of acres of land for free.

This policy, opposed by the pro-slavery Democratic Party, was justified by its advocates with the argument that citizens should be able to live on and work their own land for themselves, as free laborers, rather than be subject to the domination of landowners or industrial capitalists.

As Karp notes, it also depended, wrongly, on an assumption that the North American West rightly belonged to Euro-American settlers, not its indigenous inhabitants. The denial of prior inhabitants rights to the land was a justification for a different racist monstrosity the displacement and mass murder of indigenous peoples, which could never be justified.

Southern opposition to the Act, led by the regions enormously wealthy oligarchs, allowed Republicans to portray the slave owners as proponents of land monopoly and plutocracy, and hence as opponents of liberty for both white and black people. In doing so Republicans provided a material basis for Northern white solidarity with enslaved black people against the slave aristocracy.

Many Northerners also saw the pro-slavery laws passed by Congress as direct attacks on their own freedom, revealing the dominance of the slaveholding class over the political system. The House of Representatives passed a gag rule in 1836 barring from consideration any petition or resolution regarding slavery. Many viewed the law as an attack on their political liberties; it encouraged antislavery activism and actually resulted in a significant increase in petitions to Congress.

In 1850, Congress passed the Fugitive Slave Act, which forced private citizens to aid in the capture and return of enslaved fugitives. Defiance of the act was punishable by fine or imprisonment. The law was met with outrage and civil disobedience in the North: even many who had been less sympathetic to the abolitionist cause saw the act as the product of a slave power conspiracy to subject Northern whites as well as enslaved blacks to the power of the slave owners. Like the gag rule, the Fugitive Slave Act heightened antagonism to slavery.

Republican appeals to white Northerners economic and political freedom went hand-in-hand with increasingly strong moral denunciations of slavery and its perpetrators. Partly through the partys electoral campaigns and propaganda efforts, both a sense of shared interests with enslaved people and a moral hatred of slave owners came to be established in the minds of millions of Northern voters.

Ohio Governor Salmon P. Chases comments during the 1856 election were typical of Republican rhetoric, which made the continued existence of slavery a threat to the freedom of all Americans:

[T]he popular heart is stirred as never before, for the issue is boldly made between Freedom and Slavery a Republic and a Despotism! The chain-gang and Republicanism cannot coexist, and you must now elect whether you will vindicate the one at whatever cost, or whether you will yield to the other.

Sentiments like these led to the election of an antislavery government. That election in turn put the country on the road to a social revolution, in which black and white Americans fought side-by-side to defeat the Confederacy and abolish slavery.

The movements which brought about abolition in Haiti and the United States provide particularly dramatic examples of the power of solidarity. But we dont need to look so far back in time to make the point. The US Civil Rights Movement of the 20th century was led by many activists, including socialists and labor organizers, who connected the struggle for black liberation with wider fights for economic justice.

Black workers led the struggle for civil rights in the 1940s, through participation in militant unions belonging to the Congress of Industrial Organizations (CIO), and especially the most left-wing unions, led by members of the Communist Party. Radical unions like the United Public Workers of America fought against discrimination and for full rights for their black workers.

Local 22 of the Food, Tobacco, Agricultural and Allied Workers of America fought against racist police and voter disenfranchisement in Jim Crowera North Carolina. Local 10 of the International Longshore and Warehouse Union of San Francisco also fought racial discrimination against its black workers in the 1940s.

Many of these Communist-led unions were destroyed by McCarthyism and the Red Scare in the 1950s, significantly setting back struggles for racial justice. Even so, many leading activists of the Civil Rights Movement later on continued working to forge multiracial coalitions, by connecting anti-racism with broader redistributive demands. Paul Heideman writes:

At the grassroots, organizers like Ella Baker or Bayard Rustin came out of the Old Left, and knew full well that legal equality without redistribution would be a hollow victory. The 1963 March on Washington was built with crucial assistance from the United Autoworkers, and the marchs full title was The March on Washington for Jobs and Freedom. The policy objectives of this tendency in the movement were summed up in the Freedom Budget, a proposal that attempted to translate the Civil Rights Movement into a campaign for full employment and public works.

Martin Luther King Jr, best remembered for his passionate moral speeches against racism, was a supporter of the Freedom Budget. Toward the end of his life, King declared the need for democratic socialism and began organizing a Poor Peoples Campaign to demand economic justice. (He was assassinated before the campaign began, when he traveled to Memphis to support a strike of black sanitation workers.)

In the late 60s and early 70s, radical activists like those involved in Detroits League of Revolutionary Black Workers also sought to reconnect anti-racist struggle to workplace militancy. The League fought racism in the auto plants and within their own union, while building multiracial solidarity with other workers around their shared interests.

Civil rights activists of various stripes refused to separate anti-racist struggle from class struggle. Many of the movements successes in fact depended on linking struggles against racism with economic demands, within the workplace or outside of it. And movement leaders like King realized that the movement for racial equality would not make further progress without tackling economic equality. That vision of anti-racism linked the interests of black Americans with poor and working-class whites.

White people have a moral obligation to help dismantle white supremacy. But it would be wrong to see anti-racism only as a moral imperative. Now, as in the past, poor and working-class white people have a shared interest in fighting racism and destroying its material infrastructure.

Policies and institutions responsible for the severe oppression of black people and other people of color hurt the entire working class. Our massive, heavily militarized police forces kill black people at higher levels than whites, but kill the poor of all races at higher rates than the rich; mass incarceration locks up black people at much higher rates than whites, but it also locks up an enormous number of white people and represses labor organizing; xenophobic immigration restrictions also make it harder for workers to organize. That means working people of all races have a material stake in defunding the police, dismantling mass incarceration, and ending repression of immigrants.

The emancipatory potential of anti-racist demands for the working class as a whole is nothing new, of course. As Jamelle Bouie documents, the black freedom struggle in America has long been bound up with struggles against the dominance of capital and for economic redistribution.

Those who participated in great freedom struggles of the past did not lose sight of their common plight and common enemies. Neither should we. White people can act in solidarity with people of color to fight racial oppression and to work toward collective liberation.

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Solidarity Should Be the Basis of White Anti-Racism, Not Allyship - Jacobin magazine

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AI Chip Strikes Down the von Neumann Bottleneck With In-Memory Neural Net Processing – News – All About Circuits

Posted: at 1:31 am

Computer architecture is a highly dynamic field that has evolved significantly since its inception.

Amongst all of the change and innovation in the field since the 1940s, one concept has remained integral and unscathed: the von Neumann Architecture. Recently, with the growth of artificial intelligence, architects are beginning to break the mold and challenge von Neumanns tenure.

Specifically, two companies have teamed up to create an AI chip that performs neural network computations in hardware memory.

The von Neumann architecture was first introduced by John von Neumann in his 1945 paper, First Draft of a Report on the EDVAC." Put simply, the von Neumann architecture is one in which program instructions and data are stored together in memory to later be operated on.

There are three main components in a von Neumann architecture: the CPU, the memory, and the I/O interfaces. In this architecture, the CPU is in charge of all calculations and controlling information flow, the memory is used to store data and instructions, and the I/O interface allows memory to communicate with peripheral devices.

This concept may seem obviousto the average engineer, but that is because the concept has become so universal that most people cannot fathom a computer working otherwise.

Before von Neumanns proposal, most machines would split up memory into program memory and data memory. This made the computers very complex and limited their performance abilities. Today, most computers employ the von Neumann architectural concept in their design.

One of the major downsides to the von Neumann architecture is what has become known as the von Neumann bottleneck. Since memory and the CPU are separated in this architecture, the performance of the system is often limited by the speed ofaccessing memory. Historically, the memory access speed is orders of magnitude slower than the actual processing speed, creating a bottleneck in the system performance.

Furthermore, the physical movement of data consumes a significant amount of energy due to interconnect parasitics. In given situations, it has been observed that the physical movement of data from memory can consume up to 500 times more energy than the actual processing of that data. This trend is only expected to worsen as chips scale.

The von Neumann bottleneck imposes a particularly challenging problem on artificial intelligence applications because of their memory-intensive nature. The operation of neural networks depends on large vector-matrix multiplications and the movement of enormous amounts of data for things such as weights, all of which are stored in memory.

The power and timing constraints due to the movement of data in and out of memory have made it nearly impossible for small computing devices like smartphones to run neural networks. Instead, data must be served via cloud-based engines, introducing a plethora of privacy and latency concerns.

The response to this issue, for many, has been to move away from the von Neumann architecture when designing AI chips.

This week, Imec and GLOBALFOUNDRIES announced a hardware demonstration of a new artificial intelligence chip that defies the notion that processing and memory storage must be entirely separate functions.

Instead, the new architecture they are employing is called analog-in-memorycomputing (AiMC). As the name suggests, calculations are performed in memory without needing to transfer data from memory to CPU. In contrast to digital chips, this computation occursin the analog domain.

Performing analog computing in SRAM cells, this accelerator can locally process pattern recognition from sensors, which might otherwise rely on machine learning in data centers.

The new chip claims to have achieved a staggering energy efficiency as high as 2,900 TOPS/W, which is said to be ten to a hundred times better than digital accelerators."

Saving this much energy will make running neural networks on edge devices much more feasible. With that comes an alleviation of the privacy, security, and latency concerns related to cloud computing.

This new chip is currently in development at GFs 300mm production line in Dresden, Germany, and looks to reach the market in the near future.

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AI Chip Strikes Down the von Neumann Bottleneck With In-Memory Neural Net Processing - News - All About Circuits

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