10,898 Matching Annotations
  1. Feb 2024
    1. Russia also ranked 38th out 193 countries in the latest AI -readiness index by Oxford Insights, a consultancy; America came first.

      ||sorina|| ||Jovan||

    2. Yandex, Russia’s search giant, has integrated an LLM , Yandex GPT -2, into its virtual-assistant service, known as “Alice”.

      ||JovanNj|| Alice - Russian GPt. Do they have API?

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    1. as well as clarifying the principles and norms under which various organizations should operate.

      Deos it mean that it will instruct ITU, UNESCO about princples and norms?

    2. A ‘distributed-CERN’ reimagined for AI, networked across diverse states and regions, could expand opportunities for greater involvement

      CERN is already distributed.

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    1. Chaos theory is about systems where small changes to the initial conditions result in extremely large changes in the results.

      Problem with predicitons

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    1. Sometimes referred to as data-centre alley, northern Virginia is home to just over three square kilometres of data centres, most of which are within 75 square kilometres in Loudoun County.

      ||sorina|| Here is relevan paragraph for you.

    2. Because AI is based on matrix maths, it involves large blocks of computation being done at once, which means a lot of transistors have to change states very quickly. That draws a lot more power than normal computer tasks, which flip far fewer transistors at once for a typical calculation.

      Why AI takes more energy?

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    1. However, it warned the cables at some points run at a depth of 100 metres, reducing the need for hi-tech submarines. In 2013, three divers were arrested in Egypt for attempting to cut an undersea cable near the port of Alexandria that provides much of the internet capacity between Europe and Egypt.

      This is a problem with cables ||sorina||

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    1. for the first time

      ||AndrijanaG||||sorina|| Was it adopted for the first time?

    2. its own Global AI Governance Initiative in October, calling on major powers to take “a prudent and responsible attitude” on military use of artificial intelligence technologies.

      Do we have t

    3. the Political Declaration on the Responsible Military Use of Artificial Intelligence and Autonomy a year ago.

      ||sorina||||VladaR||||MariliaM|| Do we have anything on this declartion?

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    1. A paper by Rebecca Johnson, a researcher at the University of Sydney, published in 2022, found that Chat GPT -3 gave replies on topics such as gun control and refugee policy that aligned most with the values displayed by Americans in the World Values Survey, a global questionnaire of public opinion.

      To be checked

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    1. Firms in countries that have not signed on to the American export-control regime, like Singapore, can buy chips and send them on to Chinese entities without the knowledge of the American firms or the Department of Commerce.

      Singapore does not join American export restrictions to China.

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    1. Publishers around the world are all too aware of this shift; over half of those recently surveyed by the Reuters Institute for the Study of Journalism said that they plan to devote more effort into putting stories on TikTok this year.

      @jovan Major shift

    2. “It has to be short, it has to be fast,”

      It is useul guidelines for DW ||Jovan||

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    1. The emphasis on assessing academic performance by how many papers a researcher can publish, for example, acts as a powerful incentive for fraud at worst, and for gaming the system at best.

      This could question whole academic system - push for more publishing.

    2. Checking models against reality is what science is supposed to be about, after all.

      Good analogy with role of science in human society.

    3. That can cause “model collapse”.

      Model colapse can be triggered by using AI-genereated data for development of the model. ||JovanNj||||anjadjATdiplomacy.edu||||sorina||

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    1. the company dominates the market for AI accelerator chips, accounting for 86% of such components sold globally;

      86% of AI chips are produced by Nvidia

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    1. The concept intentionally obfuscates (clouds, one might say) the user’s ability to see the existence of hardware.

      Cloud i

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    1. Taylor Swift, the latest high-profile victim of a deepfake, might disagree.

      H

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    1. let’s get rid of bloody nationalism, let’s eradicate corruption, let’s stop the brain drain, let’s provide a decent life and, above all, a future to all our citizens, let’s take care of nature and let’s live in peace. The rest – EU, UN etc. – may come sooner or it may come later: what matters most is that we take better care of people. 

      Very good point! But, elites and mafia cannot make money in such scenario. It is easier to divide people and take money and resources from them.

    2. Bioregionalism, thus the rivers (White Drin, Lepenac, Ibar) and their plains and basins on all sides, could function as an excellent ‘negotiator’ and connect efficiently Kosovo to Albania, Macedonia and Serbia without mobilizing the narrative of ‘Great Serbia’, ‘Great Albania’, etc.

      Great proposal. Unfortunately, it is uitopian. But, worth keeping alive.

    3. The reality check is mind-blowing: the end of SFR Yugoslavia (1991-1992), the end of FR Yugoslavia (Serbia and Montenegro) in 2006, the loss of Kosovo (2008) and, let’s not forget, a ‘brain drain’ of unprecedent magnitude. Except for the potential breakup of the United Kingdom (Northern Ireland and Scotland), no other European country has faced such devastating consequences of its policy failures.

      Agree!

    4. the EU is quite supportive of Serbia... as it needs a strong player in the region.

      It is for debate. I agree that it is the case. But, I think it is more 'tactical' than 'strategic' reasoning. EU does not need conflict in the Balkans and they want to close 'Kosovo chapter'. They do not see Serbia as long-term partner.

    5. Both Vučić and Bosnian Serb leader Milorad Dodik have invested so much in pro-Russian sentiment that they are unable to wean themselves off it.

      True!

    6. What is noteworthy is that Serbia is increasingly being mentioned in the same way.

      I am not sure it is the case. Serbia is more mentioned as 'Western Balkans'.

    7. Consequently, the natural European anchorage for the post-Yugoslav states is Central Europe – naturally, I am viewing this in the framework of the European Union.

      Interesting 'shift of geography'.

    8. the Western powers are not in control of this new conflictual world where power has become powerless, while weakness has given rise to power to the point of destabilizing the agenda of the strongest.

      There is a good point here.

    9. Politics is driven less by state initiatives and more by social dynamics –

      I am not sure that it is the case. It could be the case on deeper level. But, we are facing exactly opposite - power polticis everywhere.

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  2. Jan 2024
    1. four-fifths of grade six maths teachers in South Africa did not understand the concepts they were supposed to teach.

      What about training them?

    2. A chatbot can give undivided attention to each child, at any time of day, and never gets tired

      Makes sens

    3. The third reason is that developing countries have gaping shortages of skilled workers: there are nowhere near enough teachers, doctors, engineers or managers.

      Should we use AI or education of people? I can understand using AI in Europe with labour shortage, but in Africa, it does not make sense at all ||sorina||

    4. There are three main reasons for optimism.

      These arguments are not related only to Arica. They are general. Can they apply to Africa? ||sorina||

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    1. Some developers in India are already taking Western models and fine-tuning them with local data to provide a whizzy language-translation service, avoiding the heavy capital costs of model-building.

      b

    2. the phone in their pockets.

      Ok

    3. Pupils in Kenya will soon be asking a chatbot questions about their homework, and the chatbot will be tweaking and improving its lessons in response.

      Is it g

    4. The imf says that a fifth to a quarter of workers there are most exposed to replacement, compared with a third in rich countries.

      Interest

    5. Because emerging countries have fewer white-collar workers, the disruption and the gain to existing firms may be smaller than in the West.

      Possible tru

    6. Most exciting of all, it could help income levels catch up with those in the rich world.

      How?

    7. As it spreads, the technology could raise productivity and shrink gaps in human capital faster than many before it.

      Interesti

    8. N ew technology brings with it both the sweet hope of greater prosperity and the cruel fear of missing out.

      Opportunitiy/threat binary.

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    1. The boss has to show their face to employees regularly, and it cannot be the face of someone who looks like they haven’t slept for two weeks. They have to glad-hand the board, meet investors, attend endless networking events and make time for actual work. It is exhausting to contemplate, let alone

      ||sorina|| why it is not good to be boss.

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    1. with national

      What about 'international standardisation organisations'.

    2. as the WTO, dispute resolution can also be facilitated through global forums.

      Dispute resolution failed in the WTO. Again, we have governments as actors.

    3. 72. Reporting frameworks can be inspired by existing practices of the IAEA for mutual reassurance on nuclear safety and nuclear security, as well as the WHO on disease surveillance.

      In both examples, reporting is done by member states. How realistic is to use this in the case of AI. Is analogy useful?

    4. a techno-prudential model, akin to the macro-prudential framework used to increase resilience in central banking

      How useful is this analogy between AI which is very diverse and rather centralised system of central banks.

    5. The possibility of rogue AI escaping control and posing still larger risks cannot be ruled out.

      Extinction risk stenence

    6. A new mechanism (or mechanisms) is required to facilitate access to data, compute, and talent

      New structuers/mechanisms

    7. The borderless nature of AI tools

      What is 'borderless' nature? AI is created and used within certain jurisdictions always.

    8. could also be coordinated through a body that harmonises policies, builds common understandings, surfaces best practices, supports implementation and promotes peer-to-peer learning

      new body

    9. A consensus on the direction and pace of AI technologies

      What type of consensus is expected?

    10. 45. Rather than proposing any single model for AI governance at this stage, the preliminary recommendations offered in this interim report focus on the principles that should guide the formation of new global governance institutions for AI and the broad functions such institutions would need to perform.

      Slight inherent contradiction.

    11. the possibility that it could pose an existential threat to humanity (even if there are debates over whether and how to assess such threats).

      Mentioning existential threat

    12. 28. Still others relate to human-machine interaction. At the individual level, this includes excessive trust in AI systems (automation bias) and potential de-skilling over time. At the societal level, it encompasses the impact on labour markets if large sections of the workforce are displaced, or on creativity if intellectual property rights are not protected. Societal shifts in the way we relate to each other as humans as more interactions are mediated by AI cannot also be ruled out. These may have unpredictable consequences for family life and for physical and emotional well-being.

      Societal risks

    13. New and existing institutions could form nodes in a network of governance structures.

      This sounds nice. But, nobody knows how it will work in reality as many are for 'coordination' but a few like to be 'coordinated'.

    14. New horizontal coordination and supervisory functions are required and they should be entrusted to a new organizational structure.

      There is a call for a new organisational structure. It is interesting that that the text use 'should' instead of 'may' or 'might' which are typically used in the policy documents.

    15. What should be the threshold or the trigger for identifying red lines (analogous, perhaps, to the ban on human cloning in biomedical research)? How would any such red line be policed and enforced?

      extinction risk

    16. shared and differentiated responsibilities

      Key concept

    17. At the global level, international organizations, governments, and private sector would bear primary responsibility for these functions. Civil society, including academia and independent scientists, would play key roles in building evidence for policy, assessing impact, and holding key actors to account during implementation.

      Different functoins

    18. (a) build scientific consensus on risks, impact, and policy (IPCC); (b) establish global standards (ICAO, ITU, IMO), iterate and adapt them; (c) provide capacity building, mutual assurance and monitoring (IAEA, ICAO); (d) network and pool research resources (CERN); (e) engage diverse stakeholders (ILO, ICANN); (f) facilitate commercial flows and address systemic risks (SWIFT, FATF, FSB).

      inspiration for governance mechanisms.

    19. 36. We also need to meet member states where they are and assist them with what they need in their own contexts given their specific constraints in terms of participation in and adherence to global AI governance, rather than telling them where they should be and what they should do based on a context to which they cannot relate.

      Novelty: avoid lecturing

    20. 25. We examined AI risks firstly from the perspective of technical characteristics of AI. Then we looked at risks through the lens of inappropriate use, including dual-use, and broader considerations of human-machine interaction. Finally, we looked at risks from the perspective of vulnerability.

      Novelty: Comprehensive approach to AI risks combining technical characteristics, inappropriate use and perspective of vulnerability.

    21. Repositories of AI models that can be adapted to different contexts could be the equivalent of generic medicines to expand access, in ways that do not promote AI concentration or consolidation.

      Novelity

    22. Open-Source and sharing of data and models could play an important role in spreading the benefits of AI and developing beneficial data and AI value chains across borders.

      Open source

    23. to develop local AI ecosystems, the ability to train local models on local data, as well as fine-tuning models developed elsewhere to suit local circumstances and purposes.

      Novelity

    24. AI presents distinctly global challenges and opportunities that the UN is uniquely positioned to address, turning a patchwork of evolving initiatives into a coherent, interoperable whole, grounded in universal values agreed by its member states, adaptable across contexts.

      An important 'coordinating function' of the UN

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    1. Their family had spent weeks agonizing over whether to flee as Israeli troops moved into Gaza City’s al-Rimal neighborhood, tanks rolling past their front door and a terrifying cacophony of bombs, quadcopter drones and gunfire thundering all around them.

      @sorina this paragraph is critial for understanding legal aspects of palestine crisis.

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    1. hese models encapsulate a wealth of humanknowledge, linguistic patterns, and cultural nuances.

      Elements for AI training

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    1. The founders' (or France's?) vision

      The French version of open source AI.

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    1. Instagram walls or experiences attracted visitors to a locale and kept them engaged by giving them an activity to perform with their phones, like a restaurant providing colouring books for kids.

      Critical aspect

    2. In non-places, “people are always, and never, at home”, Augé wrote.

      Key statement.

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    1. The group has its main base on the Israel-Lebanon border and has been exchanging fire with Israel since the Gaza war began. The movement is close to Hamas in Gaza.

      ||VladaR|| Vlado, ovo je test. Ovo ima veze sa nasim jucerasnjim razogovorom o encyrption.

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    1. We have Arthi Prabhakar, who is the Director of the White House Office of Science and Technology.

      Important sentence

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    1. Tencent launched PhotoMaker,

      to be tested.

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    1. Product and engineering teams need to work closely together

      ||sorina||||JovanNj|| This is technical explanation of 'cognitive proximity'

    2. Fine-tuning is when you slightly adjust the model parameters of a pre-trained AI model using example data. RAG is when you augment a generative AI model with traditional information retrieval to give the model access to private data.

      Two key techniques at Diplo. ||JovanNj||||sorina||

    3. They make it possible for non-technical experts to directly shape AI products through prompt engineering.

      ||JovanNj||||Jovan||

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    1. first, its still-advanced military power; second, its central role in the global financial system, which provides an international settlement infrastructure and a convertible currency; third, its strong position in a number of technological fields; and fourth, its ideology and values platform, which, together with the other three dimensions, provide what can be tentatively called a "pyramid of credibility" for American strategy in the world.

      Four pillars of the US strategic advantage.

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    1. At the G20 Summit, the president of the EU Commission, Ursula von der Leyen, proposed the Intergovernmental Panel on Climate Change (IPCC) as a model.

      von der Leyen on AI.

    2. “AI should be governed inclusively, by and for the benefit of all; AI must be governed in the public interest; AI governance should be built in step with data governance and the promotion of data commons; AI must be universal, networked and rooted in adaptive multistakeholder collaboration; AI governance should be anchored in the UN Charter, International Human Rights Law, and other agreed international commitments such as the Sustainable Development Goals.”

      AI principles.

    3. The EU, with its “risk-based approach,” prefers specific regulations for various applications. The US prefers a “framework approach”.

      difference between eu and usa.

    4. There will be two additional rounds of public consultations, both with governments and non-governmental stakeholders, in February and March 2024, followed by three rounds of intergovernmental negotiations in April and May. Written contributions can be delivered until March 10, 2024. The final text should be ready in July or August. If everything goes smoothly, the GDC will be adopted by acclamation on September 23, 2024.

      Description of GDC process.

    5. We are still in the early years of the “age of cyberinterdependence.”

      Search for interdependence.

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    1. to GAO's Watchdog Report

      Name of the report

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    1. 1) Be concise.

      How to be concise?

    2. Nielsen’s research found that 79% of people scan web pages. That begs the question: If the majority of readers already prefer skimming, why wouldn’t you want to make it an easy, enjoyable, and efficient process for them?

      Scanning website

    3. Whitespace. Blocks of text look daunting and intimidating to readers. Whitespace, like bullet points, organizes your text, giving it a more scannable and manageable appearance.

      Use whitespaces

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    1. fluency in cyber topics as selection criteria for ambassadors.

      Cyber as career progression criteria.

    2. here is a trained Cyber and Digital Policy Officer at every embassy by the end of 2024.

      Interesting initiative.

    3. The Framework consists of three pillars: international law; voluntary norms establishing what states should and should not do in the digital realm; and confidence building measures strengthening transparency, predictability, and stability.

      ||VladaR|| Three elements of 'The Framework'

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    1. Artwork for Visual Data, the column on "La Lettura", the cultural supplement of "Corriere Della Sera".

      Visual Art

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    1. a set of voluntary company commitments

      Another legal instrument.

    2. that 10 top philanthropies have committed

      ||sorina|| Do we know anything about this initiative?

    3. 30 countries have joined our commitment to the responsible use of military AI.

      ||VladaR||||AndrijanaG|| Have we followed-up on this initiative?

    4. we created the AI Bill of Rights. 

      ||sorina|| Do we have this act?

    5. A future where AI is used to advance human rights and human dignity, where privacy is protected and people have equal access to opportunity, where we make our democracies stronger and our world safer.  A future where AI is used to advance the public interest.

      US AI priorities.

    6. There are additional threats that also demand our action — threats that are currently causing harm and which, to many people, also feel existential.

      ||sorina|| Here is an interesting shift towards 'existing' threads.

    7. AI-formulated bio-weapons that could endanger the lives of millions

      Link between AI and bio-weapons

    1. What all these countries have in common is their desire to run their own affairs; to be independent countries.

      Common for all rebel countries.

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    1. Virtually all the policies that EAs and their allies are pushing — new reporting rules for advanced AI models, licensing requirements for AI firms, restrictions on open-source models, crackdowns on the mixing of AI with biotechnology or even a complete “pause” on “giant” AI experiments — are in furtherance of that goal.

      Key calls of extinction risk community.

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  3. Dec 2023
    1. promote research, development and innovation in various data-based areas, including Big Data Analytics, Artificial Intelligence, Quantum Computing, and Blockchain.

      For Serbian chamber of commerce this could be critical since they do not have any linkages between data, AI, quantum computeing and blockchain.

      They should encourage Serbian start-ups to look at this linkages.

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    1. that chess could be crunched by brute force once hardware got fast enough, databases got big enough, algorithms got smart enough.

      How Kasparov lost the game.

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    1. Lynn Margulis [14] has made strong arguments for the view that mutualism is the great driving force in evolution.

      Mutulalism is the doctrine that mutual dependence is necessary to social well-being.

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    1. The table below illustrates the complexity of models and data used to train common language models.

      Sources of data for foundational models.

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    1. Generative AI turned one in November 2023

      End of the year

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    1. Sunak said that was because up to that point the government’s scientists were not pushing for it. The aim had been to “flatten the curve” and manage the spread, rather than suppress it.

      ||sorina|| Sorina, this is relevant for our yesterday's discussion on the future of digital economy

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    1. Essentially what this means is, you can test a smaller model and accurately predict how a model 106 x larger will perform.

      ||sorina|| Scaling intellingence

    2. the only differentiating factor between any two LLMs is the dataset.

      ||sorina||

    3. to create a model with the ability to solve math problems without having previously seen them.

      OpenAI may solve mathematical problems which is the key challenge of probabilistic AI

      ||sorina|| ||VladaR||

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    1. On the banks of Hallstätter See and surrounded by soaring Alpine peaks, the town of Hallstatt and its stunning landscape enjoy UNESCO protection.

      ||sorina|| This paragraph explains why you should to Austria.

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  4. Nov 2023
    1. dependence on a specific AI technology will diminish, so that end-users can avoid ‘lock-in’ effects and benefit from reduced switching costs

      The risks is that it could be too later if there is not immediate push against monopolies of a few major cmpanies.

    2. Interoperability of pre-trained models across platforms should also drastically reduce the need to retrain large models.

      Good point!

    3. rompt templates and standardized prompt optimizers

      Any suggestion?

    4. have assembled to develop an LLM called BLOOM10, should be valuable.

      A good example.

    5. public institutions can actively incentivize data-sharing partnerships, which, in combination with federated learning, may promote AI across institutional boundaries while ensuring data privacy.

      Open data access is tricky. There is growing concern in developing countries that open data can benefit only those withi processing power. Thus, big tech platforms can be mainly beneficiary of open data access.

      This issue must be sorted out by having tracebility of AI to specific data. It can be open but it shoudl be attributed to somebody.

    6. under a trustworthy and responsible governance model.

      Here is a possible role for Switzerland as 'ICRC for AI'

    7. the development of a LLM is estimated to cost between 300 and 400 million euros.

      It can be less.

    8. source codes for formalizing the training task

      It is too specific. Training tasks are part of one type of AI.

    9. AI is programmed to learn to perform a task.

      It is not the case with all AI systems. It is only the case with reinforced learning AI systems.

    10. arbitrarily decide

      It is the case today. Internet companies are free to decide what, where, and how they will provide services.

    11. the concentration of power over technology is known to hamper future innovation, fair competition, scientific progress, and hence human welfare and development at large

      Main concern

    12. concentrated power

      It is the main concern.

    13. An example is OpenAI, which was founded to make scientific research openly available but which eventually restricted access to research findings.

      OpenAI is not open source platform. It is typical 'Internet economy' business which provides service for 'free' in exchagne of data. It has been business Google, Facebook, Twitter, etc. OpenAI puts this model to the next level by capturing knowledge (inestead of data).

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    1. ||sorina||||StephanieBP||||VladaR|| This is - so far - one of the best analsis of the current geopolitical moment which will inevitable impact our work as well. The main question is if there will be at all space for support for interdependence and inclusion. ||Pavlina||

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    1. 50 Global Hubs for Top AI Talent

      @jovan 50 global hubs for Top AI talents

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    1. if Senator Pascale Gruny has anything to say about it. She has just taken a first step toward a proposed law making everything, or really anyone — at least in official documents — well, masculine.

      I disagree with this view. ||sorina|| it is what we discussed last evening during the dinner. What about this view.

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    1. At Diplo, the organisation I lead, we’ve been successfully experimenting with an approach that integrates data labelling into our daily operations,

      Jovan, I DO NOT AGREE WITH THIS

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    1. US Secretary of State Antony Blinken has been touring the region again. He's currently in talks in Ankara, Turkey. And we are also being told that the head of the CIA, William Burns, who used to be the top US diplomat on the Middle East, is in the region too.

      Michale, have a look at this.

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    1. Nishida’s philosophy is critical of dualistic perspectives that often influence our understanding of humans versus machines. He would likely argue that humans and machines are fundamentally interlinked. In this interconnected arena, beyond traditional dualistic frameworks (AI vs humans, good vs bad), we should formulate new approaches to AI.

      Q: What is Nishida's view on inerconnectedness?

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  5. Oct 2023
    1. that the criteria apply,

      What are criteria?

    2. that maintains horizontal exemption conditions and largely overlooks the negative legal opinion.

      They ignored negative opinion.

    3. harshly criticised by the European Parliament’s legal office

      ||sorina||||wuATdiplomacy.edu|| Is there any article about these criticism?

    4. under a pre-set list of critical use cases were deemed automatically high-risk

      ||sorina||||wuATdiplomacy.edu|| Where are these pre-set list of ciritical uses listed in the current versions of EU AI Act: https://dig.watch/resource/eu-ai-act-proposed-amendments-structured-view

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    1. Inclusive Framework on BEPS

      I have doubt about this statement by OECD.

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    1. The GloBE rules provide for a co-ordinated system of taxation intended to ensure large MNE groups pay this minimum level of tax on income arising in each of the jurisdictions in which they operate. The rules create a “top-up tax” to be applied on profits in any jurisdiction whenever the effective tax rate, determined on a jurisdictional basis, is below the minimum 15% rate.

      @john This paragraph relates to our latest discussion on Taxation of tech companies

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    1. Can I capture my vision in a page? A paragraph? A word?

      Key quesiton.

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    1. The European Cyber Resilience Act (CRA)

      Sources of data and documents

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    1. We emphasize that EU policymakers should consider strengthening deployment requirements for entities that bring foundation models to market to ensure there is sufficient accountability across the digital supply chain.

      Pyramide of evaluation.

    2. Open releases generally achieve strong scores on resource disclosure requirements (both data and compute), with EleutherAI receiving 19/20 for these categories.

      Open releases foudational models are more in compliace with law than closed oes.

      @jovak@diplomacy.edu

    3. the European Parliament adopted a draft of the Act by a vote of 499 in favor, 28 against, and 93 abstentions.

      Votes in the EU Parliament

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    1. sraeli forces were still bombing Gaza and fighting with Hamas gunmen in parts of southern Israel in the early hours of Sunday and a spokesman for the military said the situation in the country was not totally under control.

      ||sorina|| What dyou think about this argument?

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    1. Large-scale compute is also environmentally unsustainable: chips are highly toxic to produce17 and require an enormous amount of energy to manufacture:18 for example, TSMC on its own accounts for 4.8 percent of Taiwan’s national energy consumption, more than the entire capital city of Taipei.19 Running data centers is likewise environmentally very costly: estimates equate every prompt run on ChatGPT to the equivalent of pouring out an entire bottle of water.20

      Enviornmental aspects of AI producing.

    2. access to compute—along with data and skilled labor—is a key component

      Three components for AI: computing, data, and skilled labour

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  6. Sep 2023
    1. Artificial intelligence (AI) is in the news every day and corporate strategies are evolving to adapt our businesses to AI use.

      .AI and Anguilla ||Jovan||

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    1. ChatGPT-maker OpenAI and The Associated Press said Thursday that they’ve made a deal for the artificial intelligence company to license AP’s archive of news stories.

      Deal between OpenAI and Associated Press.

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    1. “It’s like asking, ‘should the newsroom use the Internet?’ in the 1990s,” Tofel said. “The answer is yes, but not stupidly.”

      Should journalists use AI? ||Jovan||

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    1. New Delhi’s decision reflected its “growing concern at the interference of Canadian diplomats in our internal matters and their involvement in anti-India activities”, the ministry said in a statement on Tuesday.

      ||sorina|| It is relevant for our course on public diplomacy.

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    1. Timeline of Systematic Data and the Development of Computable Knowledge

      Timeline of Systematic Data and the Development of Computable Knwoledge.

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    1. I think there is fatigue. If you ask the average New Yorker what the SDGs are, I’m not sure they’re going to be able to respond.
    2. the hardening divides between the West vs. the global South, with the two camps mainly feuding over the reform of such financial institutions as the World Bank and the International Monetary Fund.
    3. Only 15 percent of all 17 goals have been met, and 48 percent are off track and have either stagnated or regressed.
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    1. he 80th Session of the United Nations General Assembly, a High-Level Event on Science, Technology and Innovation for Development
    2. the role of multi-stakeholder partnerships to foster strategic long-term investment in supporting the development of science, technology and innovation in developing countries,
    3. including the Global Digital Compact, aligned with the Sustainable Development Goals, should be considered, which should offer preferential access for developing countries to relevant advanced technologies
    4. triangular cooperation projects
    5. inequalities in data generation
    6. We acknowledge that all technological barriers, inter alia, as reported by the IPCC, limit adaptation to climate change and the implementation of the National Determined Contributions (NDCs) of developing countries
    7. We note the central role of Governments, with the active contribution from stakeholders from the private sector, civil society, academia and research institutions, in creating and supporting an enabling environment at all levels, including enabling regulatory and governance frameworks
    8. the expansion of open-science models
    9. the knowledge produced by research and innovation activities can have in designing better public policies
    10. the Tunis Agenda and the Geneva Declaration of Principles and plan of action shall lay down the guiding principles for digital cooperation.
    11. to ensure that the World Summit on the Information Society (WSIS+20) General Review process, the Global Digital Compact and the Summit of the Future contribute to, inter alia, the achievement of sustainable development and closing the digital divide between developed and developing countries.
    12. close alignment between the World Summit on the Information Society process and the 2030 Agenda for Sustainable Development,
    13. the full implementation of the 2030 Agenda and the Addis Ababa Action Agenda
    14. has the potential to resolve and minimize trade-offs among the Goals and targets,
    15. an open, fair, inclusive and non-discriminatory environment for scientific and technological development.
    16. stakeholders
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    1. The bot is wonderful, he said, letting him speed through $10 tasks in a matter of minutes. When we spoke, he was having it rate another chatbot’s responses according to seven different criteria, one AI training the other.
    2. here were listings for AI trainers with expertise in health coaching, human resources, finance, economics, data science, programming, computer science, chemistry, biology, accounting, taxes, nutrition, physics, travel, K-12 education, sports journalism, and self-help. You can make $45 an hour teaching robots law or make $25 an hour teaching them poetry.
    3. One way the AI industry differs from manufacturers of phones and cars is in its fluidity. The work is constantly changing, constantly getting automated away and replaced with new needs for new types of data. It’s an assembly line but one that can be endlessly and instantly reconfigured, moving to wherever there is the right combination of skills, bandwidth, and wages.
    4. This debate spilled into the open earlier this year, when Scale’s CEO, Wang, tweeted that he predicted AI labs will soon be spending as many billions of dollars on human data as they do on computing power; OpenAI’s CEO, Sam Altman, responded that data needs will decrease as AI improves.
    5. Taskup.ai, DataAnnotation.tech, and Gethybrid.io all appear to be owned by the same company: Surge AI. Its CEO, Edwin Chen, would neither confirm nor deny the connection, but he was willing to talk about his company and how he sees annotation evolving.
    6. Often their work involved training chatbots, though with higher-quality expectations and more specialized purposes than other sites they had worked for.
    7. “If there was one thing I could change, I would just like to have more information about what happens on the other end,” he said. “We only know as much as we need to know to get work done, but if I could know more, then maybe I could get more established and perhaps pursue this as a career.”
    8. One engineer told me about buying examples of Socratic dialogues for up to $300 a pop. Another told me about paying $15 for a “darkly funny limerick about a goldfish.”
    9. But if you want to train a model to do legal research, you need someone with training in law, and this gets expensive.
    10. to be looking at their accuracy, helpfulness, and harmlessness
    11. The model is still a text-prediction machine mimicking patterns in human writing, but now its training corpus has been supplemented with bespoke examples, and the model has been weighted to favor them

      ||JovanNj|| Ovo bi mogle da rade nase anotacije.

    12. Each time Anna prompts Sparrow, it delivers two responses and she picks the best one, thereby creating something called “human-feedback data.”
    13. “I remember that someone posted that we will be remembered in the future,” he said. “And somebody else replied, ‘We are being treated worse than foot soldiers. We will be remembered nowhere in the future.’ I remember that very well. Nobody will recognize the work we did or the effort we put in.”
    14. Training a large model requires an enormous amount of annotation followed by more iterative updates, and engineers want it all as fast as possible so they can hit their target launch date.
    15. According to workers I spoke with and job listings, U.S.-based Remotasks annotators generally earn between $10 and $25 per hour, though some subject-matter experts can make more. By the beginning of this year, pay for the Kenyan annotators I spoke with had dropped to between $1 and $3 per hour.
    16. nstruction writers must come up with rules that will get humans to categorize the world with perfect consistency. To do so, they often create categories no human would use.

      taxonomies

    17. When AI comes for your job, you may not lose it, but it might become more alien, more isolating, more tedious.
    18. coherent processes broken into tasks and arrayed along assembly lines with some steps done by machines and some by humans but none resembling what came before.
    19. “AI doesn’t replace work,” he said. “But it does change how work is organized.”
    20. A recent Google Research paper gave an order-of-magnitude figure of “millions” with the potential to become “billions.”
    21. Annotation is big business. Scale, founded in 2016 by then-19-year-old Alexandr Wang, was valued in 2021 at $7.3 billion, making him what Forbes called “the youngest self-made billionaire,” though the magazine noted in a recent profile that his stake has fallen on secondary markets since then.
    22. Mechanical Turk and Clickworker
    23. CloudFactory,
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