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The Download: accidental AI relationships, and the future of contraception

MIT Technology Review

Plus: Secret Service agents dismantled a giant operation to cripple cell networks. It's surprisingly easy to stumble into a relationship with an AI chatbot The first large-scale computational analysis of the Reddit community r/MyBoyfriendIsAI, which is dedicated to discussing AI relationships, found that many people formed those relationships unintentionally while using AI for other purposes. In fact, only 6.5% of them said they'd deliberately sought out an AI companion. The study found that AI companionship provides vital support for some but exacerbates underlying problems for others. This means it's hard to take a one-size-fits-all approach to user safety. Join us at 1.30pm ET today to learn about the future of birth control Conversations around birth control usually focus on women, but Kevin Eisenfrats, one of the MIT Technology Review 2025 Innovators Under 35, is working to change that.


Rethinking Addressing in Language Models via Contexualized Equivariant Positional Encoding

Zhu, Jiajun, Wang, Peihao, Cai, Ruisi, Lee, Jason D., Li, Pan, Wang, Zhangyang

arXiv.org Artificial Intelligence

Transformers rely on both content-based and position-based addressing mechanisms to make predictions, but existing positional encoding techniques often diminish the effectiveness of position-based addressing. Many current methods enforce rigid patterns in attention maps, limiting the ability to model long-range dependencies and adapt to diverse tasks. Additionally, most positional encodings are learned as general biases, lacking the specialization required for different instances within a dataset. To address this, we propose con$\textbf{T}$extualized equivari$\textbf{A}$nt $\textbf{P}$osition $\textbf{E}$mbedding ($\textbf{TAPE}$), a novel framework that enhances positional embeddings by incorporating sequence content across layers. TAPE introduces dynamic, context-aware positional encodings, overcoming the constraints of traditional fixed patterns. By enforcing permutation and orthogonal equivariance, TAPE ensures the stability of positional encodings during updates, improving robustness and adaptability. Our method can be easily integrated into pre-trained transformers, offering parameter-efficient fine-tuning with minimal overhead. Extensive experiments shows that TAPE achieves superior performance in language modeling, arithmetic reasoning, and long-context retrieval tasks compared to existing positional embedding techniques.


Trump says Mark Zuckerberg called to apologize about photo of assassination attempt

FOX News

Former President Trump told FOX Business' Maria Bartiromo last week that Meta CEO Mark Zuckerberg called him to apologize after Facebook wrongly mislabeled a now-viral photo of the former president. The photo showing Trump raising a fist after a July 13 assassination attempt at his campaign rally in Butler, Pennsylvania, sliced his ear was initially labeled as misinformation on the social media site. "So, Mark Zuckerberg called me. First of all, he called me two times. He called me after the event and he said that was really amazing," Trump told Bartiromo in a "Mornings with Maria" interview that aired Thursday.


Secret Service turned down local drone 'repeatedly' ahead of Trump July 13 rally: whistleblower

FOX News

PITTSBURGH – Local law enforcement repeatedly offered to provide drone coverage in the sky above former President Donald Trump's July 13 campaign rally – where he survived a failed assassination attempt – but was rebuffed by the U.S. Secret Service, according to Sen. Josh Hawley, citing a new whistleblower. "According to one whistleblower, the night before the rally, U.S. Secret Service repeatedly denied offers from a local law enforcement partner to utilize drone technology to secure the rally," Hawley, a Missouri Republican and member of the Senate Homeland Security and Governmental Affairs Committee, wrote in a letter to Homeland Security Secretary Alejandro Mayorkas. "This means that the technology was both available to USSS and able to be deployed to secure the site. WHISTLEBLOWER REVEALS WHY TRUMP RALLY OFFICER ASSIGNED TO SHOOTER'S PERCH MOVED Republican presidential candidate former President Donald Trump is surrounded by U.S. Secret Service agents at a campaign rally, Saturday, July 13, 2024, in Butler, Pa. FBI Director Christopher Wray, whose agency has taken a lead role in the investigation, confirmed during a congressional hearing this week that the would-be assassin, Thomas Matthew Crooks, 20, flew a drone of his own overhead before Trump took the stage.


New drone footage shows sight line Trump shooter used to open fire on rally

FOX News

Fox News correspondent CB Cotton reports that different agencies disagree on the events at the Trump rally shooting. Fox News drones provided a new perspective on the sight lines between Thomas Matthew Crooks, former President Trump and the Secret Service counter sniper teams at the fateful rally in Butler, Pennsylvania, on Thursday. Fox News correspondent CB Cotton also detailed the sight lines that Crooks had when firing on Trump. A drone recreation shows that Crooks was largely concealed from Secret Service counter snipers by a large tree, though he still had an angle on the former president. The Secret Service agent who neutralized Crooks was stationed on a building behind Trump.


Trump assassination attempt after Secret Service failures prompts calls for drastic agent recruitment changes

FOX News

The U.S. Secret Service (USSS) should have "one set of standards," according to Republican Oklahoma Rep. Josh Brecheen. Brecheen introduced a bill on Tuesday called the Secret Service Readiness Act that aims to create "a uniform fitness standard for Secret Service special agents and uniformed division officers" after the assassination attempt that wounded former President Trump at his campaign rally in Butler, Pennsylvania, on July 13. "We believe that there ought to be one set of standards for Secret Service agents. There shouldn't be multiple different ways you can qualify based upon your sex or your political beliefs. If people who are being protected by [the] Secret Service – if they want the opportunity to let those who can't meet full historic standards on their details, let them handle it. Don't force it upon everybody else and potentially make them more vulnerable to an assassination attempt. There should be one set of standards."


Donald Trump again suggests Clinton's Secret Service bodyguards disarm: 'Let's see what happens'

Los Angeles Times

Donald Trump invoked the possibility of a violent assault on Hillary Clinton once again on Saturday, a day after he suggested that her Secret Service bodyguards disarm and "let's see what happens." In a post Saturday morning on Twitter, Trump falsely accused Clinton of trying to take away Americans' 2nd Amendment rights, just as he did Friday night at a Miami rally where he said her Secret Service agents should "drop all weapons." "Will guns be taken from her heavily armed Secret Service detail? Trump said Friday night that Clinton's Secret Service detail should disarm because she supports gun control. "What do you think, yes?" he asked the crowd. Let's see what happens to her. Take their guns away, OK? It would be very dangerous."