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Personalization Meets Safety:Mechanisms,Risks,and Mitigations in Personalized LLMs
arXiv:2606.09038v1 Announce Type: new Abstract: Large Language Models (LLMs) have enabled increasingly personalized interactions by adapting to users' preferences, contexts, and long-term histories. However, the mechanisms that enable personalization also expand the safety landscape in ways not systematically addressed by existing literature. Existing reviews typically focus either on personalization or safety, leaving their intersection largely unexplored.
Pebblebee’s Halo can help track lost items and keep you safe, and it’s on sale for $50
If you’re planning to travel this summer, both a Bluetooth tracker and a personal safety device can come in handy, especially if you’ll be exploring on your own. The Pebblebee Halo combines those two gadgets into one, and it’s currently on sale for $49.99 ($10 off) at Amazon, which is the best price we’ve seen. Amazon is also throwing in a fourth Halo for free when you buy three as a part of a limited time promotion.
Laos: Five people rescued from flooded cave
Laos: Five people rescued from flooded cave May 29, 2026Four more men trapped in a flooded cave in Laos emerged on Saturday, bringing the total number brought to safety to five. One person was successfully brought to the surface a day earlier, but two remain missing. What we know about the rescue effort?
Pebblebee’s Halo watches my back and my belongings
I live in a part of Los Angeles where I feel safer bringing pepper spray on walks. The problem is, I don't always remember to bring it with me, and it's not legal to carry it everywhere I go. Pebblebee's $59.99 Halo Bluetooth tracker surprised me by being a suitable replacement because it doubles as a siren-equipped personal safety device, and I can bring it anywhere.
Siri AI, Apple Intelligence, child safety tools: Key takeaways from Apple’s WWDC
Siri AI, Apple Intelligence, child safety tools: Key takeaways from Apple’s WWDC Apple unveiled Siri AI, expanded Apple Intelligence and integrated new AI features across its apps. The company also introduced enhanced child safety tools, upgraded photo editing features and expanded Liquid Glass customisation. Apple unveiled its long-awaited overhaul of Siri, introducing a new AI-powered version of the personal assistant alongside expanded child-safety tools and software updates across its...
Pursuit Of Jade star Zhang Linghe to reimburse fans after viral overcrowding incident in China
Pursuit Of Jade star Zhang Linghe to reimburse fans after viral overcrowding incident in China Zhang Linghe's team has apologised to fans, following a recent incident that saw the cancellation of his in-person appearance at an eyewear brand event in China. Chinese actor and Pursuit Of Jade star Zhang Linghe and his studio will reimburse fans for travel and accommodation expenses after an in-person promotional event in Nanning, China, was cancelled amid safety concerns due to overwhelming...
Lounge chair sold on Amazon recalled after person’s finger amputated
The Giantex Lounge Chair, Model Number NP10025NY, sold on Amazon, has been recalled due to a safety hazard. The chair's design can cause a person's finger to be amputated, posing a serious risk to users. The recall aims to prevent further injuries and ensure the safety of customers.
As threats against polticians rise, should taxpayers foot the bill for security?
Push to protect family homes of MPs amid uptick in threats of political violence Sun 31 May 2026 at 10:08am In short: As threats against elected officials grow, WA members of parliament are feeling an increasing risk to their safety. It has prompted a push for politicians to get an allowance for home security upgrades. What's next: The ABC understands the body that sets politicians' entitlements is considering the matter.
PersistBench: When Should Long-Term Memories Be Forgotten by LLMs?
arXiv:2602.01146v2 Announce Type: replace Abstract: Conversational assistants are increasingly integrating long-term memory with large language models (LLMs). This persistence of memories, e.g., the user is vegetarian, can enhance personalization in future conversations. However, the same persistence can also introduce safety risks that have been largely overlooked.
Advocates raise concerns over child safety report's adoption recommendations
Advocates raise concerns over child safety inquiry's recommendations to elevate adoption in permanency hierarchy Thu 4 Jun 2026 at 7:09pm In short: Advocates have raised concerns over the Queensland Child Safety Commission of Inquiry's recommendation to elevate adoption as a permanency option for children of all cultures and ethnicities. Youth Advocacy Centre chief executive Katherine Hayes has urged the government to begin reforming the department, saying it will be "like turning around an...