Government Shutdown & Protests - The report highlights the Republican party's criticism of protests against the administration, labeling protesters as Marxists and pro-Hamas [1][6] - The report emphasizes the importance of protest as a fundamental right in the US, citing historical examples like the Boston Tea Party and Rosa Parks [4] - The report suggests that the administration is perceived as anti-protest, especially when directed at them [3] - The report indicates a potential connection between the protests and the government shutdown, with Republicans offering a vote on Obamacare subsidies in exchange for ending the protests [7] Healthcare & Policy - The report mentions concerns about cuts to Medicaid, threats to Medicare, and the lack of tax credits associated with the Affordable Care Act [9] - The report cites an example of a couple in South Carolina whose healthcare premiums could increase from around $50 per month to over $2,000 if changes are implemented [17] Political Landscape in South Carolina - The report references a call to eliminate Congressman Clyburn's district in South Carolina [18] - The report states that Democrats in South Carolina hold approximately 45% of the vote in every election, but only have 14% representation in the congressional delegation [19] - The report suggests a perception that fairness is lacking in the political process in South Carolina [15][20]

AI Trustworthiness Framework - The industry emphasizes the importance of a three-pillar framework for trustworthy AI systems: fairness, explainability, and accountability [5] - Fairness in AI systems means operating without bias or preference, requiring data de-biasing to avoid skewed outcomes [6][8] - Explainability is crucial, as AI systems should provide reasons for their actions to ensure user understanding and prevent unintended consequences [9][10] - Accountability is necessary, meaning a person or entity must be responsible for the AI's actions, especially in critical applications like self-driving cars [13][14] AI Implementation Risks - AI systems can exhibit biases based on the data they are trained on, leading to unfair or discriminatory outcomes, as seen in Amazon's hiring AI example [7][8] - Lack of explainability can result in AI systems making decisions based on flawed logic, such as mistaking snow for wolves [11][12] - Without accountability, AI systems can cause significant financial losses, as illustrated by the friend's stock trading AI example [16][17] Building Trustworthy AI - Building trustworthy AI requires a team effort, involving students, startups, and industry experts working together [20] - Continuous testing and refinement are essential to ensure the AI system behaves as intended and avoids unintended consequences [18][19] - The industry should avoid treating AI as a "magical oracle" and instead focus on building systems that are transparent and accountable [21]

Standards should be applied consistently and fairlyJohn Carter (@martianwyrdlord):>Maori show up in New Zealand in 14th century"We are the indigenous people, this country does not belong to anyone else, whites go home.">English have been in England since the 5th century"England belongs to everyone!" ...

用户想要的永远是公平、公平，还是他妈公平Yi He (@heyibinance):来！一起修仙啊！https://t.co/e0RRdJLVOY ...

RT Yuyue (@yuyue_chris)刚才看见一姐 @heyibinance 在币安广场的发文，其中有一句话提到：大部分用户期待的不是永赚，用户想要的永远是公平、公平，还是他妈公平看见这句话感觉她懂了，又感觉半年前说的很多气话也是值得的。至少：现在币安 alpha 的 VC 项目都在同一起跑线上提供买入机会、BNBChain meme 流动性盛宴的新一波不是所谓关系好的 KOL 赚钱而是有实力的车头凭实力拿结果、币安钱包新模式的机会里散户能内盘打到筹码赚几百上千倍世界上不会有绝对公平，但总能有相对公平。能有相对公平的机会就能给有实力的人修仙竞技的机会，才没有完全的阶层固化。或许这些改善归功于牛市，但我看见这句话之后结合币安近半年的行动，释然地理解了这个世界确实在动态变化着 ...

Government & Business Support - The US has a history of funding new ventures and aiding businesses during crises [1] - The key question is how to do this fairly and transparently [1]

Blockchain Gaming Transparency - Solana is considered a prime platform for decentralized applications aiming for transparent business operations, due to its infrastructure's capacity to handle substantial activity [1] - Luck.io is setting a new benchmark for transparency and fairness in the gambling sector [1] - Luck.io's Proov Blockchain Explorer is live, publishing every bet, outcome, settlement, and payout in an accessible format for auditing [1] On-Chain Gaming Advantages - The industry is starting to recognize the core advantages of fully on-chain gaming [1] - Users can review the entire wagering history of any player address [2]

I have nothing bad to say about the team in question — imo good folksbut this is straight-up incorrectwe only add this service if the user *explicitly asks us to do so* — it would make 0 sense to work against the userin fact, the main point of this is that today, users and devs are getting cut out completely!Downstream people receive the rewards on their txns and the users/devs themselves get nothinghow is that fair?we're trying to help them get their fair share **if they ask us to** — completely optionalI ...

Communication & Culture - Binance emphasizes the importance of speaking up early, clearly, and carefully to ensure fairness [1] - The company believes feedback is crucial for faster progress, quicker issue resolution, and better mutual support [1] - Binance prioritizes radical candor over quiet frustration within the organization [1]

Workplace Culture - Binance explores the concept of fairness in the workplace at "crypto speed" [1] - The report covers topics such as recognition, raises, time zones, and autonomy [1] - Binance shares real stories related to workplace dynamics [1]