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"I gave a talk on "What TinyML Needs from Hardware", and afterwards one of the attendees emailed to ask where some of my numbers came from. In particular, he was intrigued by my note on slide 6 that "Expectations are for tens or hundreds of billions of devices over the next few years""

"Let's say you have an IoT device that is well protected with functions that can be accessed through a well-defined API; even if you can control the device through the API, you probably can't do too much harm. Firmware, the programming inside the device has logical constraints that don't allow you, for example, to close garage doors while someone is in the way of them or overheat a device so that it combusts.  We used to trust that hardware, such as a common kitchen appliance, could be trusted and could not be easily altered without physically dismounting the device. But with today's "smart" appliances, this is no longer the case."

"One point I found heartening in preparing this data was this quote from one of our data scientists. Following the announcement of a winner, 'Americans applying heart reactions on political content were off the charts, while angry reactions were closer to baseline.' It's possible to have a spike in positivity without having a corresponding spike in negativity. There has been a lot of interest in Facebook's impact on civic discourse and reasonable requests for us to share more data so it can be studied more fully. Obviously, this post is not meant to be a perfect analysis."

"or its latest update, which it released Wednesday, the COVID-19 Scenario Modeling Hub combined nine different mathematical models from different research groups to get an outlook for the pandemic for the next six months. "Any of us who have been following this closely, given what happened with delta, are going to be really cautious about too much optimism," says Justin Lessler at the University of North Carolina, who helps run the hub. "But I do think that the trajectory is towards improvement for most of the country," he says. The modelers developed four potential scenarios, taking into account whether or not childhood vaccinations take off and whether a more infectious new variant should emerge. "

"But, being pro-technology doesn't mean that I have to pretend there is no danger. Most people are unaware of the ways their technology is holding them back. The good news is that once you become aware, it's not too difficult to start getting things back on track. It's possible use technology while keeping yourself protected from its detrimental effects."

"We all fear our smartphones spy on us, and I'm subject to a new type of surveillance. An app called TapCounter records each time I touch my phone's screen. My swipes and jabs are averaging about 1,000 a day, though I notice that's falling as I steer shy of social media to meet my deadline. The European company behind it, QuantActions, promises that through capturing and analysing the data it will be able to "detect important indicators related to mental/neurological health"."

"In 2014, Facebook bought WhatsApp for $19b, and promised users that it wouldn't harvest their data and mix it with the surveillance troves it got from Facebook and Instagram. It lied. Years later, Facebook mixes data from all of its properties, mining it for data that ultimately helps advertisers, political campaigns and fraudsters find prospects for whatever they're peddling. Today, Facebook is in the process of acquiring Giphy, and while Giphy currently doesn't track users when they embed GIFs in messages, Facebook could start doing that anytime"

"A 10-year-old girl asked Alexa for a "challenge to do." The voice assistant replied: "Plug in a phone charger about halfway into a wall outlet, then touch a penny to the exposed prongs.""

"Hayleigh Bosher, associate dean of intellectual property law at Brunel University, who researches the music industry, said "the law needs to move with the times" as "making music is so different to how it was 50 years ago". She added: If Sheeran loses, I imagine we will see even more cases. I don't think copyright is doing its job properly if songwriters are afraid, that's stifling creativity.""

"That ties their hands in how they can treat content related to the killings, they say, and forces them to leave up some content they believe ought to be removed. "It's been a month since the massacre and mass graves in Bucha, but this event hasn't been even designated a 'violating event', let alone a hate crime," said one moderator, who spoke to the Guardian on condition of anonymity. "On that same day there was a shooting in the US, with one fatality and two casualties, and this was declared a violating event within three hours.""

"Censorship, or rather his stance against it, is a key reason why Elon Musk bought Twitter for $44bn last year. His social media company's lawsuit against an anti-hate speech group refers to censorship, or variations on the word, eight times. But for critics of his complaint against the Center for Countering Digital Hate (CCDH), it is Musk who is doing the censoring. "The intent is definitely to get the centre to shut up. That's the whole point of this suit, to prevent the centre from exercising any speech that Musk doesn't like," says Prof Brian Quinn from Boston College law school."

"This is because emojis - as many unfortunates have discovered (often gen X parents, but that I, a millennial in her early 30s, am increasingly, devastatingly, discovering) - do not always have clearcut meanings. This is true of all language of course - and emojis are a type of language, despite what the likes of John Humphrys et al have sneered in the past. A thumbs-up emoji, to take the example from the Canadian case, can, just as in offline life, be used sarcastically. (This was noted in the court ruling.) In some regions such as in the Middle East a thumbs-up can be offensive."

""Their position is that because Mr Musk is famous and might be more of a target for deep fakes, his public statements are immune," Pennypacker wrote, adding that such arguments would allow Musk and other famous people "to avoid taking ownership of what they did actually say and do"."

"New research by scientists at Michigan State University suggests that laptops do not enhance classroom learning, and in fact students would be better off leaving their laptops in the dorm during class. Although computer use during class may create the illusion of enhanced engagement with course content, it more often reflects engagement with social media, YouTube videos, instant messaging, and other nonacademic content. This self-inflicted distraction comes at a cost, as students are spending up to one-third of valuable (and costly) class time zoned out, and the longer they are online the more their grades tend to suffer."

"But the uniqueness of TSMC and its location on an island that the Chinese regime regards as part of the mainland is giving rise to strategic panic. Both the US and the EU are racing to try to ensure that they have 2nm chip-fabrication capability within their respective jurisdictions. The problem is that one cannot conjure up such capacity just by throwing money at it. TSMC itself has built a fabrication plant in Arizona. But in his speech marking the ceremonial opening of the facility last December, Morris Chang, the firm's founder, said that it could not find enough qualified American workers to run it. It was sending every new American recruit to Taiwan for 18 months of training and was even importing engineers from Taiwan to make the Arizona plant operational. Hopefully it will all be up and running before Xi decides to "do a Putin" and we will no longer to be able to have chips with everything."

"So if we put those three findings together, what do we get? * Small groups of * ageing * right-wingers * on their desktop computers (because this study wasn't-couldn't be-carried out on mobile, only desktop) ..get their information from unreliable, partisan news sites. The study doesn't say whether they then go on to share it on Facebook or on their Twitter account grumpyboomer032945231, but it's not hard to imagine that's what happens. This isn't to let the search algorithms off the hook either, but does go to show that the real problem, as ever, lies with the humans."

"Something that a lot of mourners find disconcerting is when they receive automated prompts from social networking platforms telling them to friend somebody who has died, or connect with their dead spouse. Some platforms such as Twitter [now known as X] and TikTok lack a mechanism to treat a profile as being that of a dead person. Or, as in the case of LinkedIn, a mechanism exists but most people are not aware of it or don't use it. And while most platforms do offer an ability to download your archive, which you can then bequeath, it is far from straightforward. These products emanate from people who haven't had to think too much about the messiness of human existence Platforms can also delete dormant accounts, which can have repercussions. And there are also no guarantees how long any of the platforms we participate in will survive. That death hasn't been baked into tech platforms to begin with is a sign of a particular kind of privilege: these products emanate from people who haven't had to think too much about the messiness of human existence."

"Universities don't merely face essays or assignments entirely generated by algorithms: they must also adjudicate a myriad of more subtle problems. For instance, AI-powered word processors habitually suggest alternatives to our ungrammatical phrases. But if software can algorithmically rewrite a student's sentence, why shouldn't it do the same with a paragraph - and if a paragraph, why not a page? At what point does the intrusion of AI constitute cheating?"

"The Italian supreme court ordered prosecutors last month to disclose how the Sky ECC data had been retrieved, arguing that it was impossible to have a fair trial if the accused is unable to access the evidence or assess its reliability and legality, a position supposed by the NGO Fair Trials. Whether prosecutors choose to do so could determine whether the arrests made this week lead to convictions or not. Prosecutors in the UK face a similar dilemma in relation to the hacking of EncroChat, another secret messaging platform that had the added facility of a "panic" button that when pressed would immediately erase the phone's contents."

"The role of AI writing systems as drafting buddies is a big departure from how writers typically get help, yet so far it is their biggest selling point and use case. Most writing tools available today will do some drafting for you, either by continuing where you left off or responding to a more specific instruction. SudoWrite, a popular AI writing tool for novelists, does all of these, with options to "write" where you left off, "describe" a highlighted noun, or "brainstorm" ideas based on a situation you describe. Systems like Jasper.ai or Lex will complete your paragraph or draft copy based on instructions, and Laika is similar but more focused on fiction and drama. "