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Monthly Archives: July 2020
AI technology will soon replace error-prone humans all over the world but here’s why it could set us all free – The Independent
Posted: July 12, 2020 at 1:31 am
It has been oft-quoted albeit humouredly that the ideal of medicine is the elimination of the physician. The emergence and encroachment of artificial intelligence (AI) on the field of medicine, however, puts an inconvenient truth on the aforementioned witticism. Over the span of their professional lives, a pathologist may review 100,000 specimens, a radiologist more so; AI can perform this undertaking in days rather than decades.
Visualise your last trip to an NHS hospital, the experience was either one of romanticism or repudiation: the hustle and bustle in the corridors, or the agonising waiting time in A&E; the empathic human touch, or the dissatisfaction of a rushed consultation; a seamless referral or delays and cancellations.
Contrary to this, our experience of hospitals in the future will be slick and uniform; the human touch all but erased and cleansed, in favour of complete and utter digitalisation. Envisage an almost automated hospital: cleaning droids, self-portered beds, medical robotics. Fiction of today is the fact of tomorrow, doesnt quite apply in this situation, since all of the above-mentioned AI currently exists in some form or the other.
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But then, what comes of the antiquated, human doctor in our future world? Well, they can take consolation, their unemployment status would be part of a global trend: the creation displacing the creator. Mechanisation of the workforce leading to mass unemployment. This analogy of our friend, the doctor, speaks volumes; medicine is cherished for championing human empathy if doctors arent safe, nobody is. The solution: socialism.
Open revolt against machinery seems a novel concept set in some futuristic dystopian land, though, the reality can be found in history: The Luddites of Nottinghamshire. A radical faction of skilled textile workers protecting their employment through machine destruction and riots, during the industrial revolution of the 18th century. The now satirised term "Luddite", may be more appropriately directed to your fathers fumbled attempt at unlocking his iPhone, as opposed to a militia.
What lessons are to be learnt from the Luddites? Much. Firstly, the much-fictionalised fight for dominance between man and machine is just that: fictionalised. The real fight is within mankind. The Luddites fight was always against the manufacturer, not the machine; machine destruction simply acted as the receptacle of dissidence. Secondly, government feeling towards the Luddites is exemplified through 12,000 British soldiers being deployed against the Luddites, far exceeding the personnel deployed against Napoleons forces in the Iberian Peninsula in the same year.
Though providing clues, the future struggle against AI and its wielders will be tangibly different from that of the Luddite struggle of the 18th century, next; its personal, its about soul. Our higher cognitive faculties will be replaced: the diagnostic expertise of the doctor, decision-making ability of the manager, and (if were lucky) political matters too.
Boston Dynamics describes itself as 'building dynamic robots and software for human simulation'. It has created robots for DARPA, the US' military research company
Google has been using similar technology to build self-driving cars, and has been pushing for legislation to allow them on the roads
The DARPA Urban Challenge, set up by the US Department of Defense, challenges driverless cars to navigate a 60 mile course in an urban environment that simulates guerilla warfare
Deep Blue, a computer created by IBM, won a match against world champion Garry Kasparov in 1997. The computer could evaluate 200 million positions per second, and Kasparov accused it of cheating after the match was finished
Another computer created by IBM, Watson, beat two champions of US TV series Jeopardy at their own game in 2011
Apple's virtual assistant for iPhone, Siri, uses artificial intelligence technology to anticipate users' needs and give cheeky reactions
Xbox's Kinect uses artificial intelligence to predict where players are likely to go, an track their movement more accurately
Boston Dynamics describes itself as 'building dynamic robots and software for human simulation'. It has created robots for DARPA, the US' military research company
Google has been using similar technology to build self-driving cars, and has been pushing for legislation to allow them on the roads
The DARPA Urban Challenge, set up by the US Department of Defense, challenges driverless cars to navigate a 60 mile course in an urban environment that simulates guerilla warfare
Deep Blue, a computer created by IBM, won a match against world champion Garry Kasparov in 1997. The computer could evaluate 200 million positions per second, and Kasparov accused it of cheating after the match was finished
Another computer created by IBM, Watson, beat two champions of US TV series Jeopardy at their own game in 2011
Apple's virtual assistant for iPhone, Siri, uses artificial intelligence technology to anticipate users' needs and give cheeky reactions
Xbox's Kinect uses artificial intelligence to predict where players are likely to go, an track their movement more accurately
The monopolising of AI will lead to mass unemployment and mass welfare, reverberating globally. AI efficiency and efficacy will soon replace the error-prone human. It must be the case that AI is to be socialised and the means of production, the AI, redistributed: in other words, brought under public ownership. Perhaps, the emergence of co-operative groups made up of experienced individuals will arise to undertake managerial functions in their previous, now automated, workplace. Whatever the structure, such an undertaking will require the full intervention of the state; on a moral basis not realised in the Luddite struggle.
Envisaging an economic system of nationalised labour of AI machinery performing laborious as well as lively tasks shant be feared. This economic model, one of "abundance", provides a platform of the fullest of creative expression and artistic flair for mankind. Humans can pursue leisurely passions. Imagine the doctor dedicating superfluous amounts of time on the golfing course, the manager pursuing artistic talents. And what of the politician? Well, thats anyones guess
An abundance economy is one of sustenance rather than subsistence; initiating an old form of socialism fit for a futuristic age. AI will transform the labour market by destroying it; along with the feudalistic structure inherent to it.
Thought-provoking questions do arise: what is to become of human aspiration? What exactly will it mean to be human in this world of AI?
Ironically; perhaps it will be the machine revolution that gives us the resolution to age-old problems in society.
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U.S. Agencies Issue Business Advisory Warning of Xinjiang-Related Supply Chain Exposure and OFAC Imposes Blocking Sanctions on Chinese Persons Related…
Posted: at 1:31 am
Key Points
On July 1, 2020, the U.S. Departments of Commerce, Homeland Security, State, and the Treasury issued a joint advisory on the Risks and Considerations for Businesses with Supply Chain Exposure to Entities Engaged in Forced Labor and Other Human Rights Abuses in Xinjiang. The advisory follows months of increased attention by Congress, the Trump administration, and nongovernmental organizations (NGO) on labor conditions in Xinjiang and the treatment of Uyghurs and members of Muslim minority groups in China. Specifically, the advisory describes a range of specific abuses including mass arbitrary detentions, severe physical and psychological abuse, forced labor and other labor abuses, oppressive surveillance used arbitrarily or unlawfully, religious persecution, political indoctrination, forced sterilization, and other infringements of the rights of members of those groups in Xinjiang. The advisory also describes how these concerns are, in the words of Secretary of State Pompeo, no longer confined to the Xinjiang region but spread across China through government-facilitated arrangements with private sector suppliers.
Against this backdrop, the agencies warn businesses of the reputational, economic, and legal risks of involvement with entities that engage in human rights abuses, including but not limited to forced labor in the manufacture of goods intended for domestic and international distribution. The agencies specifically call on [b]usinesses, individuals, and other persons, including but not limited to academic institutions, research service providers, and investors [businesses and individuals] that choose to operate in Xinjiang or engage with entities that use labor from Xinjiang elsewhere in China to heed the warnings in the advisory and implement human rights-related due diligence policies and procedures.
Towards this end, while the advisory itself is explanatory only and does not have the force of law, the agencies outline a range of ongoing U.S. government efforts to curb alleged human rights abuses related to Xinjiang in the areas of import and export controls and financial sanctions. They also provide specific guidance to importers, exporters, and financial institutions on how to identify Xinjiang-related risks. The advisory further urges businesses and individuals to evaluate their exposure to Xinjiang-related risks and to the extent necessary, implement due diligence policies, procedures, and internal controls to ensure that their compliance practices are commensurate with identified risks and international best practice across the upstream and downstream supply chain, and in making investment decisions.
In particular, the advisory highlights three types of supply chain exposure that broadly track export, import, and financial activities implicating Xinjiang:
(1) Assisting in developing surveillance tools for the PRC government in Xinjiang.
(2) Relying on labor or goods sourced in Xinjiang, or from factories elsewhere in China implicated in the forced labor of individuals from Xinjiang in their supply chains, given the prevalence of forced labor and other labor abuses in the region.
(3) Aiding in the construction of internment facilities used to detain Uyghurs and members of other Muslim minority groups, and/or in the construction of manufacturing facilities that are in close proximity to camps operated by businesses accepting subsidies from the PRC government to subject minority groups to forced labor.
On the subject of surveillance, the advisory recounts recent efforts by the Department of Commerce to list and leverage Entity List restrictions against a range of Chinese technology companies and public security bureaus allegedly implicated in human rights violations and abuses in Xinjiang. The advisory goes on to describe the Xinjiang surveillance infrastructure as an unprecedented, intrusive, high-technology surveillance system across Xinjiang, as part of a province-wide apparatus of oppression aimed primarily against traditionally Muslim minority groups. According to the advisory, this system is enabled by technologies including artificial intelligence, facial recognition, gait recognition, and infrared technology, as well as mobile apps used by police to track personal data about Xinjiang residents and cloud databases used to centralize collected information. The advisory notes the role of Chinese surveillance and technology companies supported by PRC government contracts, but also points to evidence that these [Chinese] businesses also get support from foreign academics, scientists, businesses, and investors.
With respect to these concerns, the advisory warns that businesses and individuals engaged in certain activities or who are otherwise directly linked to those in Xinjiang engaged in certain listed activities may face reputational risks and/or trigger U.S. law enforcement or other actions.... These activities include:
On the subject of forced labor, the advisory and related comments by Acting DHS Deputy Secretary Ken Cucinelli recount various recent and ongoing efforts by the Trump administration and Congress to increase scrutiny and enforcement related to labor conditions in Xinjiang and for Muslim minorities throughout the PRC.
As we described in our publication on this topic in March of this year, 2019 marked an uptick in DHS attention to and enforcement of forced labor authorities, beginning with a memorandum of understanding between Immigration and Customs Enforcement (ICE) and Liberty Shared in July 2019 and culminating in Customs and Border Protections (CBP) issuance on September 30, 2019, of what would be the first of a string of Xinjiang-related WROs. Following a series of congressional hearings and NGO activity in late 2019 calling for further scrutiny of labor conditions in Xinjiang, DHS released a formal strategy describing its commitment to combatting human trafficking and forced labor on January 15, 2020, which included among five key goals leveraging DHS law enforcement and national security authorities to investigate, take enforcement action, and refer [human trafficking and forced labor] cases for prosecution. Since CBPs September WRO, it went on to issue additional Xinjiang-related WROs on May 1 and June 17, 2020, and announced on July 1 the seizure of nearly 13 tons of hair worth more than $800,000 that it suspects may have been produced using forced child labor and imprisonment. In describing the seizure, Brenda Smith, CBPs Executive Assistant Commissioner for the Office of Trade, said that [i]t is absolutely essential that American importers ensure that the integrity of their supply chain meets the humane and ethical standards expected by the American government and by American consumers (CBP, July 1).
In Congress, Rep. McGovern and Sen. Rubio introduced, with bipartisan support, companion bills entitled the Uyghur Forced Labor Prevention Act (Bill Text,Reuters, March 11), which would, if enacted as written, create significant obligations and restrictions for textile and other importers with supply chains connected directly or indirectly to Xinjiang. While the bills remain pending in Congress, they continue to gain co-sponsors and in some respects have had their political paths cleared by the passage and enactment on June 17, 2020, of the Uyghur Human Rights Policy Act of 2020 (S. 3744), which received overwhelming support in both the House and Senate before being signed by President Trump. As noted in the advisory, the Uyghur Human Rights Policy Act directs the President to impose sanctions on each foreign person the President determines is responsible for certain actions with respect to specified ethnic Muslim minority groups in the Xinjiang region in China.
Against this backdrop, the advisory focuses on several areas of PRC government activity contributing to forced labor conditions in Xinjiang and elsewhere in China, including:
(1) The governments mutual pairing assistance program linking companies from eastern China to factories in Xinjiang (described further in Annex 2 of the advisory).
(2) Involuntary transfers of Uyghurs and other Muslim minorities from Xinjiang to factories across China (described in Annex 3 of the advisory).
(3) The use of prison labor in the cotton, apparel, and agricultural sectors (described further in Annex 4 of the advisory).
To aid businesses and individuals in identifying and evaluating forced labor risks, the advisory goes on to describe six potential indicators of forced labor or labor abuses, including:
The advisory also includes (Annex 3) a nonexhaustive but illustrative list of industries in Xinjiang reported to be involved in labor abuses, including:
Finally, the advisory discusses certain due diligence strategies and challenges for identifying and evaluating Xinjiang-related supply chain exposure. For example, the advisory describes the role and limits of third-party audits as credible sources of information for indicators of labor abuses in light of repressive conditions on the ground. It further encourages businesses and individuals to collaborate with industry groups to share information, develop Chinese language research capabilities, and build relationships with Chinese suppliers and recipients of U.S. goods and services to understand their possible relationships in Xinjiang under the mutual pairing assistance program. The advisory also points to several forced labor and human trafficking due diligence tools produced by the Departments of Labor, State, and Justice, among others (see our March publication for additional resources, including a summary of CBPsnine-step processfor initiating and adjudicating forced labor allegations).
As described in the advisory, the foundational authority for regulating imports of goods produced from forced labor is found in Section 307 of the Tariff Act of 1930 (19 U.S.C. 1307) (see our earlier Client Alert on Section 307here). This law prohibits the importation of [a]ll goods, wares, articles, and merchandise mined, produced, or manufactured wholly or in part in any foreign country by convict labor[,] forced labor[, or] indentured labor, which includes forced or indentured child labor. Such merchandise is not only subject to exclusion and seizure; its importation may lead to criminal investigation of the importer and other parties involved in the import transactionand the imposition of civil or criminal penalties (e.g., 19 U.S.C. 1592 (penalties for fraud, gross negligence, or negligence) and 18 U.S.C. 545 (smuggling goods in the United States)).
In addition to the advisorys guidance for the import and export communities, it also urges entities with banking ties to the U.S. financial system to be aware of requirements for financial institutions to adopt risk-based antimoney laundering, counter terrorist financing, and countering proliferation financing (AML/CFT/CPF) programs to identify, assess, and mitigate risks related to those regulatory regimes. The advisory specifically urges financial institutions to assess their potential exposure to the risk of handling the proceeds of forced labor on behalf of their clients and, as appropriate, implement a mitigation process in line with the risk. As noted in the advisory, money laundering crimes generally require the involvement of proceeds of a specified unlawful activity, which may include sex trafficking, forced labor, and other crimes related to trafficking in persons.
To address these risks, the advisory recommends that financial institutions:
In addition, all U.S. persons and financial institutions with ties to the U.S. financial system must comply with U.S. economic sanctions administered by the Treasury Departments Office of Foreign Assets Control (OFAC).
On July 9, OFAC and the State Department took the first concrete Xinjiang-related actions following the July 1 joint advisory. OFAC sanctioned four PRC officials and one Public Security Bureau pursuant to Executive Order 13818, which implements the Global Magnitsky Human Rights Accountability Act (OFAC Press Release). These individuals and entities include:
As a result of the designations, U.S. persons are broadly prohibited from dealing with these persons and entities that are 50 percent or more owned, directly or indirectly, by one or more Specially Designated Nationals (SDNs) (collectively, blocked persons), absent a license from OFAC. U.S. persons must also block and report to OFAC any such property that is in, or comes into, their possession or control.
Also on July 9, Secretary of State Mike Pompeo designated Quanguo, Hailun, and Mingshan under Section 7031(c) of the FY 2020 Department of State, Foreign Operations, and Related Programs Appropriations Act; as a result, they and their immediate family members are ineligible for entry into the United States (State Department Press Release). Secretary Pompeo indicated that he is also placing additional visa restrictions on other CCP officials believed to be responsible for, or complicit in, the unjust detention or abuse of Uyghurs, ethnic Kazakhs, and members of other minority groups in Xinjiang pursuant to the State Departments October 2019 visa restriction policy under Section 212(a)(3)(C) of the Immigration and Nationality Act.
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trusted computing artificial intelligence (AI) information warfare – Military & Aerospace Electronics
Posted: at 1:31 am
ARLINGTON, Va. U.S. military researchers are reaching out to industry to prevent enemy attempts to corrupt or spoof artificial intelligence (AI) systems by subtly altering or manipulating information the AI system uses to learn, develop, and mature.
Officials of the U.S. Defense Advanced Research Projects Agency (DARPA) issued a solicitation on Wednesday (DARPA-PA-19-03-09) for the Reverse Engineering of Deceptions (RED) project, which aims at reverse engineering the toolchains of information deception attacks.
A deceptive information attack describes enemy attempts subtly to alters or manipulates information used by a human or machine learning system to alter a computational outcome in the adversarys favor.
Machine learning techniques are susceptible to enemy information warfare attacks at training time and when deployed. Similarly, humans are susceptible to being deceived by falsified images, video, audio, and text. Deception plays an increasingly central role in information warfare attacks.
Related: Research, applications, talent, training, and cooperation frame report on artificial intelligence (AI)
The Reverse Engineering of Deceptions (RED) effort will develop techniques that automatically reverse engineer the toolchains behind attacks such as multimedia falsification, enemy machine learning attacks, or other information deception attacks.
Recovering the tools and processes for such attacks provides information that may help identify an enemy. RED will seek to develop techniques that identify attack toolchains automatically, and develop scalable databases of attack toolchains.
RED Phase 1 will produce trusted-computing algorithms to identify the toolchains behind information deception attacks. The project's second phase will develop technologies for scalable databases of attack toolchains to support attribution and defense.
Related: Air Force researchers ask industry for SWaP-constrained embedded computing for artificial intelligence (AI)
The project also seeks to develop techniques that require little or no a-priori knowledge of specific deception toolchains; automatically cluster attack examples together to discover families of deception toolchains; generalize across several information deception scenarios like enemy machine learning and media manipulation; require just a few attacks to learn unique signatures; and scale to internet volumes of information.
Companies interested should upload 8-page proposals no later than 30 July 2020 to the DARPA BAA Website at https://baa.darpa.mil/. Email questions or concerns to Matt Turek, the DARPA RED program manager, at RED@darpa.mil.
More information is online at https://beta.sam.gov/opp/f108cad02f824285af5ca85e1f7481f4/view.
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Adobe’s New AI Tool Can Recommend Different Headlines and Images To The Varying Audience Of A Blog – Digital Information World
Posted: at 1:30 am
Continuing with their legacy of innovation, Adobe has yet again brought a new way to personalize a blog post for different users with the help of artificial intelligence.
Known by the name of Adobe Sensei, the technology will recommend different headlines, images (taken from the library of Adobe Stock), and also preview blurbs based on improving the experience for the targeted audience.
The new tool has come out as a part of the Adobe Sneaks program which employees use to develop their new ideas in the form of proper demos and then showcase what they have made at the Adobe Summit every year. So, while a lot of people consider Sneaks as merely demos, Adobe Experience Cloud Senior Director Steve Hammond disagree by telling that almost 60% of the Sneaks turn out into real products later after the Summit. Furthermore, Hyman Chung, a senior product manager for Adobe Experience Cloud state that Sneaks, in particular, can be more useful for content creators and content marketers who are already enjoying a great hile in traffic during the coronavirus pandemic and may now be looking for more unique ways to make readers engage more by doing less work.
Chung showed the magic of Experience Cloud with a test blog based on a tourism company. One blog post about traveling to Australia was presented differently to thrill-seekers, frugal travelers, partygoers, and others in the demo. The feature also provides the liberty to writers and editors to make changes in the preview according to the desired audience and even go through the Snippet Quality Score for what Sensei recommends.
Hammond also explained that the demo only illustrates Adobes approach to AI as the company majorly focuses on delivering automation in specific user cases with AI rather than going for building bigger platforms. So, in Senseis case, AI will not change the content but only how it is promoted on the site.
For privacy matters, Hammond has clearly mentioned that the audience personas are only built on what kind of information the user decides to share with the website or brand.
Read next: This New AI-Based Algorithm Created By Microsoft Helps To Restore Old Photos
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CoVID-19 and the use of robots – AI Daily
Posted: at 1:30 am
Back to the OG video. Scientists at the University of Liverpool have unveiled a robotic colleague that has been working non-stop in their lab throughout lockdown. The 100,000 programmable inhuman researcher learns from its results to refine its experiments. "It can work autonomously, so I can run experiments from home," explained Benjamin Burger, PhD student at the University and one of the developers of the robots. Dr Burger jokingly added, "It doesn't get bored, doesn't get tired, works around the clock and doesn't need holidays." Such technology could make scientific discovery "a thousand-fold faster", scientists say. A new report by the Royal Society of Chemistry lays out a "post-COVID national research strategy", using robotics, AI and advanced computing as a part of a set of technologies that "must be urgently embraced" to assist socially distancing scientists continue their look for solutions to global challenges. Future science historians will mark the start of the 21st century as a time when robots took their place beside human scientists. Programmers have turned computers from extraordinarily powerful but fundamentally dumb tools, into tools with smarts. Artificially intelligent programs make sense of knowledge so complex that it defies human analysis. They even come up with hypotheses, the testable questions that drive science, on their own.
For better or worse the robots are about to replace many humans in their jobs, analysts say; coronavirus outbreak is just speeding up the method. "People usually say they need an individual's element to their interactions but Covid-19 has changed that," says Martin Ford, a futurist who has written about the ways robots are going to be integrated into the economy within the coming decades. "[Covid-19] goes to vary consumer preference and really open up new opportunities for automation." Companies large and little are expanding how they use robots to extend social distancing and reduce the quantity of staff that need to physically come to figure. Robots are also getting used to performing roles workers cannot do at home. Walmart is using robots to scrub their floors, fast-food chains like McDonald's have been testing robots as cooks and servers in a service where the health concern is highest. After all this, it is evident that the majority of the jobs that are available to the general people like us are temporary, insecure, and badly paid. Nevertheless, with the advent of using more robots in the workplace, there will be an unjust, unfair and unacceptable distribution of income. Just for the sake of health concerns, the use of robots increased exponentially. All of this is that version of future which haunts the experts of AI.
While automation is likely to foster overall economic prosperity, it comes at the price of increasing inequality. The COVID-19 pandemic is reinforcing both the trend towards automation and its effects. The main challenge here is to ensure that as many as possible will benefit from the positive economic and social effects of automation to prevent a situation in which a substantial part of society is disconnected from the gains brought by technological progress. There are still many things that they will never be able to do better than humans, and there are still more that they will not be able to do as cheaply. We are yet to discover the full range of these things, but we can already find out the key limitations to what robots and AI can do.
First, there appears to be a high quality in human intelligence that, for all its wonders, AI cannot match, namely its ability to influence the uncertain, the fuzzy, and the logically ambiguous.
Second, due to the innate nature of human intelligence, people are extremely flexible in being able to perform umpteen possible tasks, including those that were not foreseen at first.
Third, humans are social creatures instead of isolated individuals. Humans want to deal with other humans. Robots will never be better than humans at being human, and so I conclude- there is no risk for a post-pandemic near future.
Reference: 1. https://www.bbc.com/news/science-environment-53029854
2. https://www.bbc.com/news/technology-52340651
3. https://voxeu.org/article/covid-19-and-macroeconomic-effects-automation
4. Roger Bootle- The AI Economy Work, Wealth and Welfare in the Robot Age; Nicholas Brealey Publishing, Sept. 2019
Thumbnail credit: shutterstock.com
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From National Interests to the Diplomatic Elite, the Foreign-Policy Blob Is Structurally Racist – Foreign Policy
Posted: at 1:30 am
The ongoing awakening to the long-standing realities of discrimination against African Americans is marked by a scope and intensity that were unimaginable even one month ago. Polling shows a significant increase from 2015 among Americans who believe racial and ethnic discrimination in the United States are big problems, and widespread protestsincluding in rural and suburban communities where such activism is unprecedentedagainst systemic racism and police misconduct have erupted. The United States has thus entered a window of opportunity where real social change is more likely than at any time in recent history.
But are there foreign-policy implications for this moment? Could this enhanced recognition of racial discrimination at home result in meaningful differences in how the United States engages with the world? Its tempting to think sobut the answer to both questions is almost certainly no. The structural impediments to more seriously accounting for social justice and human rights in foreign policy are simply too great.
There are at least four such structural factors. First, the composition of foreign-policy shapers (think tank experts, columnists) and implementers (government officials) remains disproportionately white (and male). This is visibly evident from any photograph of senior military officials. But it also pronounced in Americas diplomatic corps. In 2002, 70 percent of all State Department employees were white; by September 2018, it remained nearly unchanged at 68 percent. Moreover, in 2018, the more senior the role, the greater the proportion of employees who were whitegoing from 35 percent for midlevel GS-10 rank up to 87 percent for the most senior civil service executives.
This relatively homogenous composition of the foreign-policy eliteincluding yours trulymatters because the recognition of racial oppression at home and abroad is a glaring blind spot. In 20-plus years of working at academic institutions and think tanks, I can recall very few mentions of race. And even these observations were made not out of inherent concern for racial underrepresentation or discrimination within the United States but because the lack of progress toward combating those twin evils could lessen Americas relative power on the international stage.
Second, the predominant frame through which foreign-policy debates are conveyed is as national security interests. These seemingly neutral concepts are conveyed through principles or objectives, ranked by their purported interest-ness: vital, extremely important, important, or secondary. Those categories come from a landmark 2000 report by the Commission on Americas National Interests, which was representative of many comparable bipartisan initiatives. The 23-member commission included just three women, one of whom was the only person of color (Condoleezza Rice). The sole mention of individual rightsone of 10 important national interestswas in promoting pluralism, freedom, and democracy in strategically important states as much as is feasible without destabilization. The caveats that this august group of geostrategic thinkers added on demonstrate that rights are not universal and should never hinder stabilitymeaning a government that endorses U.S. interests retains power.
Though the facts shift, and allies and adversaries come and go, the narrative of Americas global role is always conveyed via static interests, which remain wholly uninformed by human rights concernsunless it can be weaponized selectively to highlight an adversarys human rights abuses. Foreign policy cannot be reconfigured in enduring and impactful ways without updating the thinking and language that could enable such change.
Third, and relatedly, a consistently missing element in elite foreign-policy debates is the livelihoods of actual humans. The central unit of analysis is countries, which are overwhelmingly evaluated through the words and actions of their leaders. When people are considered at all, it is as demographic clusters that might influence the countries or regions where they residethe Arab youth bulge, Russias population decline, and Chinas graying citizenry are popular examples. So-called voices from the regions are those few media-tested, English-speaking people who reside in the rolodexes of TV producers, serve as visiting think tank fellows, or are escorted through Capitol Hill offices by K Street lobbyists.
Without a reimagining of Americas global influence from the perspective of the individuals who experience hatred, bigotry, and oppression, it is impossible to conceive of a foreign policy that ever truly confronts racism.
Finally, the defining manifestation of U.S. foreign policy for 75 years has been the threat or use of military force. The global architecture required to use force anywhere at any time requires host nation basing and overflight permissions. These, in turn, require permanently stationing U.S. troops abroad, which increases civil wars and enables human rights violations by host nation governments. These governments enjoy military assistance in the form of arms sales. According to the State Departments latest World Military Expenditures and Arms Transfers report, the United States is the top arms exporter to the least democratic countries (meaning those in the lowest quintile as determined by Polity Project rankings)accounting for 66 percent of all such sales. In short, to project military power, the United States tolerates or abets subjugation.
Moreover, military spending ($712 billion) absorbs more than half of all federal discretionary spending, towering over the diplomacy and development budget ($48 billion), which could be far better suited to promoting individual rights and freedoms globally. Unfortunately, when you review what country receives the most foreign assistance from the United States, it is a conspicuous list of occupiers, autocrats, and illiberal regimes. The top six proposed recipients for 2020, in order, are: Israel, Egypt, Jordan, Afghanistan, Nigeria, and Uganda. These are so-called strategic partners showered with aid because of their geographic location, security partnerships, or a consequence of great-power competition (Uganda). Congress could vastly increase funding for international and nongovernmental organizations that work to protect groups experiencing prejudice and seriously hold recipients of foreign aid to account for their human rights violations. But there is nothing in recent history to suggest that legislators will fulfill this needed role or even its most basic oversight functions.
For these four reasons, and many others, an overdue turn toward an individual, rights-centric foreign policy is unimaginable, at least for now. The current defensiveness among elite foreign-policy institutions toward considering the role that race plays in U.S. foreign policy is simply too overwhelming. A more diverse group of future foreign-policy thinkers and leaders could one day lead the waybut that group wont arrive in time to keep pace with the current push for racial justice across the rest of U.S. society.
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Cooper, the grocery assistant with AI, gives concierge service – Mail and Guardian
Posted: at 1:30 am
Swedish supermarket Coop Sweden has a retail grocery assistant on its websites. Cooper, as the assistant is called, can help you with dietary requirements, suggest recipes and provide nutritional information. The idea behind Cooper is to increase interaction with consumers while providing a seamless shopping experience.
As consumers move online, implementing the technologies of the fourth industrial revolution (4IR) is becoming more crucial. Cooper is an example of the 4IR in practice. These technologies are changing the way we work, commute, communicate and, as Cooper will tell you, even shop. The 4IR is based on high-level technology such as artificial intelligence, automation, biotechnology, nanotechnology and communication technologies that permeates society. It is a combination of various technologies that can communicate with humans and interact with other devices and programs.
The lockdown necessitated by the Covid-19 pandemic has been an important yardstick for understanding behavioural changes in consumers as online options become more commonplace. A recent Nielsen study found that 37% of South Africans say they are shopping more online in this period. As Gareth Paterson, a lead retail analyst at Nielsen South Africa, put it, Amid the strange new world of Covid-19, online grocery shopping has been a lifeline for many South African consumers who have desperately sought out safe and secure shopping alternatives amidst the uncertainty of lockdown living. As a result, available online shopping platforms, especially for groceries, medicines, and other necessary items, have seen a surge in usage over the last few weeks as consumers prefer not to venture into stores and have increasingly opted for these reduced touchpoint alternatives.
According to data from the survey, Nielsen is anticipating that options such as click and collect and online personal shopping will grow exponentially, resulting in prolonged behavioural changes. Retailers have been quick to cotton on to this shift and have responded in innovative and effective ways. For instance, Checkers has launched an app called Checkers Sixty60, which has groceries delivered to you in 60 minutes. There are 5 000 groceries to choose from and options to substitute products if your first choice is not available.
In various industries, the coronavirus has been an important lesson where we are well equipped to deal with the 4IR and where we still have gaps. This will undoubtedly signal a shift in consumer behaviour and many will not return to traditional brick-and-mortar retail. We will increasingly see more retailers adapt to this way of operating. In fact, a report by global management consultancy Accenture last year suggested that South African retailers would see a knock to a business if they did not embrace e-commerce. The emphasis on traditional stores, Accenture argues, means that many retailers are losing out on the potential profits that come with online offerings. Yet, interestingly enough, the current pandemic may subvert this.
This is not to say that online shopping has not had somewhat of a watershed moment in recent years. Perhaps the best example that provides a holistic user experience is the Mr Price app. With it, you can shop online, find the stock in stores and even upload a picture of something you like for it to suggest similar items available on the app through the snap and shop feature. For instance, I could either take or upload a picture of a pair of brown formal shoes that I saw a colleague wear. The app will then pull any stock available at Mr Price that looks similar and provide a list of suggestions accompanied by pictures.
The starkest instance of the popularity of online retail is Black Friday, which has gained popularity in South Africa in the last few years. It is probably the biggest day of the year for retailers, particularly online retailers. In the week leading up to it, consumers receive hordes of massive Black Friday discounts. Some of them may have put together wish lists to check out at the stroke of midnight while others may have used their phones to search for discounts.
AI is tailoring the online experience and it is determining prices, inventory and making distribution far more efficient for your favourite retailers. Another example of this on Instagram is the move to online shopping with a new AR shopping feature that is being rolled out, which allows consumers to try on products digitally before buying them. For example, using your phone you could try on the latest shade of Mac lipstick to see how you would look. This followed a rollout of a checkout feature that allowed you to buy products directly on Instagram without ever leaving the app.
The try-on feature is limited to certain brands and is still in a trial phase, but it is as easy to use as the filters when you create a story that could give you dog ears and a tongue or freckles and blue eyes. The long-term vision is to roll this out with all retail, so, for example, you could see what a couch looks like in your living room. This is not the only technology Instagram has adopted. AI influencers have been introduced, which have been surprisingly popular.
According to consumer insight website LendEDU, three years ago 52.9% of millennials said Instagram has the most influence on them when making shopping decisions. For instance, many followers use the website LIKEtoKNOW.it, which sends a direct link to a product after a shopper likes a post. Creating completely digital influencers is a whole new avenue. Miquela is an AI influencer with 2.4-million followers. Just like any other influencer, her posts are perfectly planned, she has a themed feed, has sponsored content and gives her followers useful advice and brand recommendations. But she does not actually exist she is run with AI technology. This has not stopped her career from taking off.
Last year, she collaborated with Prada for Milan Fashion Week by posting 3D-generated gifs of herself at the Milan show venue wearing the spring/summer 2018 collection. On Pradas Instagram account, she gave their followers a mini-tour of the space, just like any influencer would for a brand. She is not an outlier there are many more like her. Balmain recently announced a Balmain Army made up entirely of computer-generated imagery (CGI) models. There is also a dedicated modelling agency for digital models called The Digital.
Amazon, the largest online retailer by revenue, has 45 000 robots at its warehouses to fulfil orders and a fleet of airborne drones into service for fast deliveries. It is not just online that retail is transforming with the 4IR. There is room to implement this kind of technology at brick-and-mortar level. The introduction of robotics has streamlined checkout processes, for instance. In the United Kingdom, you can self-checkout at grocery stores that weigh your goods to prevent theft. Similarly, there are robots akin to sales assistants in stores in the United States they can help you find an item either verbally or through the touch screen. Some robots can perform real-time inventory tracking.
Best Buy, the US-based electronics store, has an automated system much like the claw machine at the arcade that can retrieve products from shelves. There is scope to streamline and automate processes that will prove to be cost-effective for retailers in the long run. Accelerated adoption of technology will be a key strategic move that could lift retailers margins significantly. Retailers can introduce digital technologies and automation into their operations to reduce costs and enhance the customer experience. They can turn e-commerce from a threat to a growth opportunity, a McKinsey and Company report on the future of work in South Africa reads.
One of the grim realities of this era we are moving into is that there will be knock-on employment, particularly of low-skill workers. The caveat is that there will be demand for graduates and employees with higher skills levels, and we need to meet the demand for graduates not to fall into an even deeper unemployment crisis.
From a retail perspective, there is so much to be done that can augment consumers experiences. As industries vie to be a step ahead in the ever-changing context, consumers and business owners have to be open to these experiences and shifts. As physicist William Pollard once said: Without change there is no innovation, creativity, or incentive for improvement. Those who initiate change will have a better opportunity to manage the change that is inevitable.
Professor Tshilidzi Marwala is the vice-chancellor and principal of the University of Johannesburg and deputy chair of the Presidential Commission on the Fourth Industrial Revolution
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Republican Values, Or Things That Students Need Not Learn – The Wire
Posted: at 1:30 am
It is said that when Benjamin Franklin emerged from the concluding session of the Constitutional Convention, one Mrs. Powell asked him, What have you given us?
A Republic, he responded, if you can keep it.
That claim, of course, stood glossed by the trenchant irony that, at that point in 1787, the American constitution framed in Independence Hall in Philadelphia did not include the right to vote for American women.
Only after heroic struggles by American suffragettes was that right realised in 1920.
Just as the formal right granted in 1870 to African-American men to vote was actually to fructify as late as 1965 when the Voting Rights Bill was passed.
Yet, some 230 years after the adoption of the American constitution, the United States under the Trump presidency can be seen to be embroiled in another historic battle to preserve the republic and all its democratic and institutional accomplishments.
The situation in India is not too different.
The Indian constitution granted the right to universal adult franchise from its very inception, transcending some stiff opposition from deeply conservative sections of the Constituent Assembly.
The Constitution of India. Photo: Wikimedia Commons
A pivotal aspect of that revolutionary accomplishment was the new emphasis on expanding literacy in order to lift the mass of Indians out of ignorance and render their exercise of franchise sentient and independent. Long decades of struggle were finally to culminate in the legislation by parliament on August 4, 2009, which made access to free school education a legally enforceable right.
Needless to say, that education about republican values and citizens struggles to realise them is transmitted to students in academic institutions through a study of social and political science curriculum, and, overall, through a study of the history of cultural oppressions and aspirations.
Those histories also teach us that when nation-states come to centralise economic and political power, the existence and sanctity of democratic institutions and imperatives notwithstanding, it is not the hard sciences that offer much resistance. Such resistance invariably comes from the social scientists and historians who insist on educating us about the non-negotiable status of republican goals and the required modes of governmental conduct thereof.
Also read: The Republic at 71: Faced With an Unbending Government, Indians Continue to Speak Out
Caveat: There was a time when the hard sciences became the chief instruments of progressive historical transformation (recall Copernicus and all those that followed in changing irretrievably our consciousness of material forces and phenomenon). But, as the new revolutionary classes settled down to profit accumulation, science needed to be reduced suitably to technologies that would no longer ask humanist questions but serve the interests of endowed classes.
For a century or more now, the burden of humanist scrutiny has been carried forward by historians and social scientists. One must always remember that many historians and social scientists have, nonetheless, continued to owe allegiance to revanchist and reactionary structures of thought.
Closed authority structures then develop a vested interest in keeping from citizens critical knowledge of social and political formations and of constitutional values that pertain to principles of republican democracy, even while they obtain executive legitimacy from democratic forms of government formation. The possibility of such a degradation of liberal archives of politics into authoritarianism was eloquently explored by Horkheimer and Adorno in their path-breaking Dialectic of Enlightenment.
Such authorities begin to clip the wings of the sources of progressive humanist knowledge by either cutting resources to the social sciences, or by taking recourse to sundry strong-arm methods available to the state. But, most of all, by reformulating schools curricula to the states ideological requirements.
A demonstrator attends a protest against riots following clashes between people demonstrating for and against a new citizenship law in New Delhi, India, March 3, 2020. Photo: Reuters/Adnan Abidi
Within any educational system, it is a given that the content and quality of curricula suggest what authorities who frame those curricula think to be desirable or deleterious to the development of citizens cognitive allegiance to the ideological preferences of ruling social forces.
And, exclusions from the curricula are often far more indicative of the bent of those authorities than the inclusions.
In that context, the shredding of subjects inscribed in the Social Science, Political Science, and History text books of class 9, 10, and 11 of Indian schools just announced by the Central Board of School Education (CBSE) on directive from the Minister of Human Resource Development, no less, must be seen as a telling pointer to the priorities of the present central government.
Also read: Chapters on Citizenship, Secularism, Federalism Scrapped as CBSE Prunes Syllabus for COVID
Arguing that the burden on senior school students needs to be reduced, for the year 2020-2021 In view of the disruption caused by the COVID-19 calamity, it is proposed that subjects like, inter alia, Democracy and Diversity, Gender, Religion, Caste, Popular Struggles and Movements, Challenges to Democracy, Citizenship, Nationalism, Secularism, Federalism, Planning Commission and Five-Year Plans, Peasants, Zamindars, and the State, Understanding Partition, and Mathematical Reason be excluded from the existing curriculum for purposes of examinations.
In effect, all those materials that bear on the formation of republican citizenship, a republican constitution, and a critical understanding of how we came to be and who we are, and what our role as citizens of a republic is in upholding republican principles are to be ejected as matters of lesser consequence than the imbibing of supposedly ideologically neutral skills. The ejection of such materials, of course, reveals how frustrated authorities are with their critical and social import.
All this of course falls pat within the intellectual parameters of a nationalism that looks upon open liberal enquiry into state formations as anathema. In so far as such enquiry often brings into question the unanalysed or tendentious economic, cultural and historical predilections of closed authority structures, it is always the social sciences and truthful history writing that present the most obstacles to the closure of the governing arrangements of autocratic rule.
Also read: CBSEs Deletion of Chapters on Ecology, Evolution During Pandemic Ironic, Say Biologists
It should be clear from the above list of exclusions that the bad and the ugly must be jettisoned from study and deliberation; unsurprisingly, all of these exclusions impinge on the right of diverse oppressed segments of the citizenry to learn of both their sources of oppression and their republican rights and prerogatives.
Coming as this does in the wake of what we have seen of the plight of millions of trudging immigrantsan instructive episode that brought to the fore the continuing fault lines of caste, class, gender, and religious identitythe diktat seems to announce a clampdown on such learning and pedagogy that may raise questions of macro-historical distress and discrimination that continue to plague the republic.
Note that the honourable minster does not include such subjects in the core values of education or of learning achievement.
Just as one wonders what Franklin may have thought of the current goings-on in the American Republic, one may wonder what the founding fathers of the Indian freedom movement and the framers of the Indian Constitution may have thought of these revanchist moves in the substance and conduct of Indian school education.
John Dewey, that doyen of educationists, once wrote that the true aim and purpose of education is education.
Not so.
Badri Raina has taught at Delhi University.
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Custodial Torture Continues Unabated in India Amidst Culture of Impunity: Report – The Wire
Posted: at 1:30 am
New Delhi: Every day, an average of five people die in custody in India, with some of them succumbing to torture in police or judicial custody. 2019 was no better, as 117 people died in police custody while 1,606 deaths were recorded in judicial custody. And yet, there has not been a single conviction in the deaths of 500 persons allegedly due to torture in police custody between 2005 and 2018.
A report by the National Campaign Against Torture a platform for NGOs working on torture in India has highlighted how torture continues to remain a favoured tool in the hands of the police to extract information and confessions, or sometimes just to victimise oppressed sections of society.
The India: Annual Report on Torture 2019 has also identified `15 trends of torture and impunity which reveal how torture has also become a systemic tool of oppression, extortion and silencing dissent. Further, it alleges that high levels of criminality exist within the police and amongst jail officials.
Watch: Indias 23-Year-Old Failure to Ratify UN Convention Against Torture is Shameful
Drawing from the past, the report said with respect to the death of 500 persons remanded to police custody by court between 2005-18, 281 cases were registered and 54 policemen were chargesheeted, but not one has been convicted so far.
The report said in 2019, the National Human Rights Commission (NHRC) recorded 1,723 cases of death in custody. It noted that most deaths in police custody occur primarily as a result of torture. Of the 125 deaths in police custody, 93 (74.4%) were due to alleged torture or foul play while 24 people (19.2%) died under suspicious circumstances such as suspected suicide (16 persons), illness (7 persons) and slipping in bathroom (1 person). Uttar Pradesh had the highest incidence of such deaths with 14 cases, followed by Tamil Nadu and Punjab with 11 cases each.
Many theft suspects allegedly tortured to death
The report also highlighted how while probing non-heinous crimes, police personnel in several states went to the extent of torturing the suspects to death. It said the practice of torturing the suspects in police custody to punish them or gather information or extract confessions continued to be rampant.
From a 17-year-old boy in Tamil Nadu, to Hira Bajania of Gujarat, Karan Kumar of Punjab, Nesar Ansari of Bihar and Ashok Bansal of Madhya Pradesh, the report cited cases where people were allegedly tortured to death only because they were suspected to have committed thefts. This apart, it pointed out how some, like Rajesh of Kerala, died by suicide as they are unable to bear such torture.
Also read: Custodial Torture: It Is the Criminal Justice System That Requires Investigation
In some cases, groups of people are also subjected to torture as the cops want to extract confessions. In this regard, the report cited the case of two Dalit brothers Deepak and Dashrath and 12 labourers, including women, of Gujarat who were tortured to extract confessions in connection with a case of murder. Often, it said, people are also tortured by cops or jail staff to extort money from them or their relatives.
Torture includes beating, pulling nails, burning and even rape
The method of torture revealed by the report show the level of criminality in the police and jail officials. It also shows how operating in closed systems, they have a sense of entitlement and impunity.
The report said from acts like slapping, kicking with boots, beating with sticks, pulling hair, torture also includes barbaric methods like hammering iron nails in the body (as in the case of Gufran Alam and Taslim Ansari of Bihar), applying roller on legs and burning (as happened to Rizwan Asad Pandit of Jammu & Kashmir), and falanga or beating with sticks on the soles (as with Rajkumar of Kerala).
Sometimes, the police and jail staff even go to the extent of stabbing people with a screwdriver (as Pradeep Tomar of Uttar Pradesh was subjected to) or giving electric shock (as with Yadav Lal Prasad of Punjab and Monu of Uttar Pradesh). Often, private parts are also targeted. There have been instances of cops pouring petrol on private parts (as in the case of Monu of Uttar Pradesh) or applying chilly powder to them (in the case of Raj Kumar of Kerala)
Sexual crimes also perpetrated by the custodians of law
As part of torture, the report pointed to cases where the victims were forced to perform oral sex (as in the case of Hira Bajania and 12 others of Gujarat). Also, it said women continue to be tortured or targeted for sexual violence in custody.
In this regard, the report said a 35-year-old Dalit woman was allegedly illegally detained, subjected to torture and raped in police custody by nine police personnel at Sardarshahar police station in Churu district of Rajasthan. Her nails were also plucked by the cops who tortured her, the report said.
Most victims from poor, marginalised sections
The report said most victims were from poor and marginalised sections and were targeted because of their socio-economic status. It said 75 of the 125 people killed in police custody belonged to such communities with 13 of them being Dalits or from tribal communities, 15 being Muslims and 37 being those who were picked up for petty crimes.
Also read: Most States Have Flouted Mandatory Judicial Inquiry into Custodial Deaths for 15 Years
After these heinous crimes of torture, the report said, the police often tries to cover up by destroying incriminating evidence of torture, not conducting post-mortems or cremating the bodies of torture victims in haste.
The NCAT recorded at least four such cases. These included the 17-year-old boy from Tamil Nadu; Hira Bajania of Gujarat, and Mangal Das of Tripura.
Even minors not spared
On how minors also end up being victims, the report said it was because the Juvenile Justice (Care and Protection of Children) Act, 2000 has not been implemented properly. It pointed out that those allegedly killed due to torture include four children in police custody and one in a juvenile home.
In jails too, the report said, torture was common. In this regard, it referred to how Nabbir, an inmate of Tihar jail in Delhi was allegedly tortured by a jail superintendent who branded Om symbol into his back before depriving him of food for two days.
Torture by armed forces
The NCAT report also accused the Indian Army and Central Armed Forces deployed in the insurgency affected areas and the border areas of being involved in torture. It said Mungshang Konghay was allegedly tortured in the custody of 17th Assam Rifles at Litan in Ukhrul district of Manipur in May 2019. The victim alleged that he was tortured to make him confess that he is a member of an underground group, it added.
Similarly, it said, in June 2019, 17-year-old Tarun Mondal was allegedly tortured to death in the custody of Border Security Force (BSF) in Murshidabad district of West Bengal. Suspected of cattle smuggling, he was first shot below the knee and then beaten with boots and rifles till he fell unconscious.
Also read: Justice for Jayaraj and Bennix Means Ending a Culture of Impunity
The report also blamed armed opposition groups like those in Jammu and Kashmir and Nagaland of using torture against informers. It said two people Arif Sofi of Khudwani and Mehraj Ahmed Dar were abducted by militants from their homes in Kulgam district of J&K on the suspicion of being informers. Though they were later released, one of them succumbed to his injuries.
Similarly, Hangkon Solting was tortured to death by alleged National Socialist Council of Nagaland (NSCN) (R) militants in Changlang district of Arunachal Pradesh, it said. It also spoke about how Maoists use brutal killing and torture of their hostages, including after being subjected to summary trial in so-called `Jan Adalats or peoples courts, in full public view to instil fear among the people.
Centre not keen on bringing own law, ratifying UN law against torture
Finally, despite the large number of cases of torture being reported each year, the NCAT lamented that the Government of India has no intention to ratify the United Nations Convention against Torture (UNCAT) or enact a national law against torture despite the Law Commission of India submitting the draft Prevention of Torture Bill, 2017 for enactment by the parliament in October 2017.
It added that the refusal of the Supreme Court, in its judgment of September 2019, to issue directions to the Centre to enact a national anti-torture law has further emboldened the government to not ratify the UNCAT.
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Imec & GLOBALFOUNDRIES Partner Up And Announce Breakthroughs In AI Chip On IoT Devices – Wccftech
Posted: at 1:30 am
Imec, a world-leading research and innovation hub in nanoelectronics and digital technologies, and GLOBALFOUNDRIES, the worlds leading specialty foundry, today announced a hardware demonstration of a new artificial intelligence chip.
Based on imecs Analog in Memory Computing (AiMC) architecture utilizing GFs 22FDX solution, the new chip is optimized to perform deep neural network calculations on in-memory computing hardware in the analog domain. Achieving record-high energy efficiency up to 2,900 TOPS/W, the accelerator is a key enabler for inference-on-the-edge for low-power devices. The privacy, security, and latency benefits of this new technology will have an impact on AI applications in a wide range of edge devices, from smart speakers to self-driving vehicles.
Chinese Semiconductor Manufacturer SMIC to Introduce 7nm Node
Since the early days of the digital computer age, the processor has been separated from the memory. Operations performed using a large amount of data require a similarly large number of data elements to be retrieved from the memory storage. This limitation, known as the von Neumann bottleneck, can overshadow the actual computing time, especially in neural networks which depend on large vector-matrix multiplications. These computations are performed with the precision of a digital computer and require a significant amount of energy. However, neural networks can also achieve accurate results if the vector-matrix multiplications are performed with a lower precision on analog technology.
To address this challenge, imec and its industrial partners in imecs industrial affiliation machine learning program, including GF, developed a new architecture that eliminates the von Neumann bottleneck by performing analog computations in SRAM cells. The resulting Analog Inference Accelerator (AnIA), built on GFs 22FDX semiconductor platform, has exceptional energy efficiency. Characterization tests demonstrate power efficiency peaking at 2,900 tera operations per second per watt (TOPS/W). Pattern recognition in tiny sensors and low-power edge devices, which is typically powered by machine learning in data centers, can now be performed locally on this power-efficient accelerator.
Looking ahead, GF will include AiMC as a feature able to be implemented on the 22FDX platform for a differentiated solution in the AI market space. GFs 22FDX employs 22nm FD-SOI technology to deliver outstanding performance at extremely low power, with the ability to operate at 0.5 Volt ultralow-power and at 1 pico amp per micron for ultralow standby leakage. 22FDX with the new AiMC feature is in development at GFs state-of-the-art 300mm production line at Fab 1 in Dresden, Germany.
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