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"The promise of Community Notes lies in its transparency and its ability to crowdsource moderation from across ideological divides. By emphasizing consensus, the system avoids the mistrust or perception of bias with platform-driven fact-checking or content removal. Last year YouTube adopted this approach, but as a complement to other products such as information panels, or their recent disclosure requirement when content is altered or synthetic."

"The debate is whether the ideas noted in an essay or paper come from the student, while the tool can only take credit for the grammar and mechanics of the writing but not the critical thinking. The College Board, which administers Advance Placement (AP) courses, prohibits the use of ChatGPT under any circumstances. On its website, the agency notes, "Like educators across the country, AP teachers are confronting the implications of ChatGPT and other tools.""

"There is also a lot of research that both third-party fact-checking and Community Notes can be really effective at reducing misperceptions. But - and this is a significant caveat - neither works well as a complete solution for lies on social media. When Twitter was working on Birdwatch, they claimed it would "not replace other labels and fact checks Twitter currently uses". But as I've written about before, Musk scaled back Twitter's Trust and Safety team significantly and positioned Community Notes as the replacement. As Yoel Roth, Twitter's former head of Trust and Safety, told WIRED, "The intention of Birdwatch was always to be a complement to, rather than a replacement for, Twitter's other misinformation methods." In fact, research on various attempts to mitigate COVID misinformation found that a layered, "Swiss cheese" approach might work best, where some efforts work well sometimes, but collectively the system catches most falsehoods."

"KanKan's capabilities include gathering data on in-store traffic, such as how long a customer lingers at a specific shelf, monitors stock levels and staff activity, and even takes note of the emotions of shoppers as they walk around a store."

"Zuckerberg has said that the platform, which has more than 3 billion people worldwide logging on to its apps every day, will be adopting an Elon Musk-style community notes format for policing what is and isn't acceptable speech on its platforms. Starting in the US, the company will be dramatically shifting the Overton window towards whoever can shout the loudest. The Meta CEO all but admitted that the move was politically motivated. "It's time to get back to our roots around free expression," he said, confessing that "restrictions on topics like immigration and gender […] are out of touch with mainstream discourse". He admitted to past "censorship mistakes" - here, probably meaning the past four years of tamping down political speech while a Democratic president was in office - and said he would "work with President Trump to push back against foreign governments going after American companies to censor more"."

"Sophie Bishton, a junior doctor, was "fed up with traditional learning and being talked at all the time" and so founded the Twitter finals revision group (known as twitfrg) in October 2012. Users are invited to participate in a scenario in real time. Prior to the event, revision notes related to the case are made available online. At a prearranged time, a tweet is sent marking the beginning of the scenario. "

"In terms of safety, a 2013 Navigant Research report noted "the potential for greatly reduced accident rates." Such potential rests on the basic logic of driving: Good driving relies on physics calculations; bad driving happens thanks to human physical limitations like intoxication and sleepiness."

"They aren't limited by human notions of attention; they can watch everyone at the same time. So while it may be true that using encryption is something the NSA takes special note of, not using it doesn't mean you'll be noticed less. The best defense is to use secure services, even if it might be a red flag. Think of it this way: you're providing cover for those who need encryption to stay alive."

"As examples, Kowolowski noted that companies wanting to protect their intellectual property or individuals sending tax returns may be happy to use traditional PGP/SMIME technology to encrypt the body of their messages, but that "a freedom fighter working on an oppressive country" would be just as concerned about the metadata."

"A giant database of intercepted Snapchat photos and videos has been released by hackers who have been collecting the files for years. Shocked users of the notorious chat forum 4chan are referring to the hack as "The Snappening," noting that this is far bigger than the iCloud hacks that recently targeted celebrities."

""The Supreme Court's decision shows that we have a copyright law that is behind the times and insufficient faced with the digital reality we all live in," it said in a statement. It noted that tourists who take selfies of themselves at famous landmarks and spread them on the Internet could be deemed in violation of copyright laws."

"Petya ransomware victims can now unlock infected computers without paying. An unidentified programmer has produced a tool that exploits shortfalls in the way the malware encrypts a file that allows Windows to start up. In notes put on code-sharing site Github, he said he had produced the key generator to help his father-in-law unlock his Petya-encrypted computer."

"It's also important to note that codes are intentionally accessible online. Looking up codes is a typical for programmers, and isn't considered foul play. However, there's a difference between using a publicly available code as assistance in solving a problem and using it as the solution to a problem."

"It is also self-improving. The 10-year-old grading software leverages deep learning algorithms to "compare notes" with human teachers' scores, suggestions, and comments. An engineer involved in the project compared its capabilities to those of AlphaGo, the record-breaking AI Go player developed by Google subsidiary DeepMind."

"That was apparently the result of the US government's probing of visa applicants' social media profiles. After the search, an officer questioned the 17-year-old, who got a scholarship to study in the US, about his friends' social media activity and told him she'd found some "posting political points of view that oppose the US," the student paper noted. Despite Ajjawi's protests, the officer denied the student's entry and let him call his parents."

" "The longer one spends on email in [a given] hour the higher is one's stress for that hour," the authors noted. In another study, researchers placed thermal cameras below each subject's computer monitor, allowing them to measure the tell-tale "heat blooms" on a person's face that indicate psychological distress. "

"Consider abstract art. We've noted that machine learning, in aiming to make an accurate prediction, constructs a high-dimensional feature space that contorts and reconfigures the data representing features of the natural world. Likewise, artists "mash and rip" features of visual reality to create a system of forms, texture, and color that richly represent features of visual experience in an alien way. The subject of representation is abstracted but represented none-the-less. "

"Oliver also pointed to a Finnish man who once found "one of the most severe security flaws ever discovered in a voting system" in US machines and alerted their manufacturers, who released a patch to fix the problem in 2006. The state of Georgia, however, never installed it, and the Senate report noted their machines hadn't been updated since at least 2005. "They'd essentially been hitting the 'remind me tomorrow' button on a critical security update for over a decade," Oliver explained, "meaning Georgia's election systems operate on the same level of technical proficiency as Every Dad"."