Dads are traditionally tough to shop for--let me help with these handpicked gift ideas for fathers with great taste. The only Father's Day gift I can recall my own dad getting was a plate of fried sardines. It was prepared by my mother, his ex-wife, who knew how gratefully he'd receive a dish he grew up with in the Italian neighborhood of a steel town dying with such theatrical flair that Bruce Springsteen named a song after it. We lived in a nearby city that had plenty of red-sauce restaurants, but they weren't serving tinned fish in those days. As my father had only the most limited of food preparation skills and didn't date the kind of women who could cook, this was the only way he'd ever taste that flavor again. As Father's Day gifts go, being united with a long-lost recipe from childhood is pretty good.

Muskan Sharma stood up to men who tried to bully her over her clothes - and went on to win hearts and a beauty pageant. The 23-year-old, who was crowned Miss Rishikesh 2025 last week in the northern Indian state of Uttarakhand, told the BBC that even though it was a small local pageant, it made me feel like Miss Universe. Sharma's win has made headlines in India as it came after a viral video that showed her spiritedly arguing with a man who barged into their rehearsals just a day before the 4 October contest. Sharma, who wanted to be a model and participate in a pageant since I was in school, said the intruders came in just as they broke for lunch. We were sitting around, chilling, having a laugh when they walked in, she said.

Large language models (LLMs) are typically pretrained with next-word prediction (NWP), which yields strong surface fluency but places limited pressure on models to form explicit reasoning before emitting tokens. We study whether shifting the supervision signal can better elicit explicit reasoning and, more broadly, strengthen models' general reasoning capability. We present BOttlenecked next-Word prediction (BOW), a RL formulation of NWP that inserts an intermediate reasoning bottleneck. Instead of predicting the next word directly from context, the policy model must first generate a next-word reasoning trajectory. A frozen scorer then assigns this trajectory a soft, distributional reward equal to the probability of the gold next token conditioned solely on the trajectory to guide the RL optimization. We also propose an optional L1-style regularizer on the reward to discourage "name-the-answer" shortcuts. Across ten benchmarks, a brief BOW adaptation phase on Qwen2.5-7B-Instruct and Llama3.1-8B-Instruct improves zero-shot reasoning and outperforms strong continual-pretraining baselines, including an RL variant with a hard, binary reward and a supervised finetuning approach with augmented data, by nearly 5% on average, while achieving the top result in 7 of 10 intrinsic NWP evaluations. These results indicate that BOW is a viable alternative to vanilla NWP, inducing explicit next-word reasoning and strengthening general reasoning ability.

Modern laundry detergents work better in cold water. Breakthroughs, discoveries, and DIY tips sent every weekday. You may wash your clothes with hot water--many people do. That could be a mistake. Modern washing machines, and modern laundry detergent, are designed to work well at cold temperatures.

We first discuss attacks that use physical objects as triggers, then discuss a few related works which use light as a trigger. We conclude by discussing the single proposed defense against physical backdoor attacks. As mentioned briefly in 2, [ 10 ] designs a backdoor attack against lane detection systems for autonomous vehicles. This attack expands the scope of physical backdoor attacks by attacking detection rather than classification models. Furthermore, it confirms the result from [ 43 ] that even when digitally altered images are used to poison a dataset, the triggers can be activated using physical objects (traffic cones in this setting) in real world scenarios. A second work [ 31 ] evaluates the effectiveness of using facial characteristics as backdoor triggers.

The world's top chess player defeated ChatGPT in an online match in only 53 moves. Magnus Carlsen won the game without losing a single piece, while ChatGPT lost all its pawns, screenshots the Norwegian grandmaster shared on X on July 10 showed. "I sometimes get bored while travelling," Carlsen captioned the post. "That was methodical, clean, and sharp. Well played!" ChatGPT said to him, according to the screenshots Carlsen posted.

I frequently ask ChatGPT to write poems in the style of the American modernist poet Hart Crane. It does an admirable job of delivering. But the other day, when I instructed the software to give the Crane treatment to a plate of ice-cream sandwiches, I felt bored before I even saw the answer. "The oozing cream, like time, escapes our grasp, / Each moment slipping with a silent gasp." I read the poem, Slacked part of it to a colleague, and closed the window.

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Kurt Knutsson shows how this companion bot can act like a home security guard and life alert if you have fallen and can't get help on your own. If you are looking for some weird and, in some cases, bizarre tech that will blow your mind, you have come to the right place. We've compiled some of the most fascinating and futuristic gadgets that have wowed us over the past year. From a hamster ball robot that can fly and crawl, to a pair of jeans that can protect you from motorcycle accidents to an AI-powered wearable gadget, these are some of the 10 coolest and craziest things you will ever see. CLICK TO GET KURT'S FREE CYBERGUY NEWSLETTER WITH SECURITY ALERTS, QUICK VIDEO TIPS, TECH REVIEWS, AND EASY HOW-TO'S TO MAKE YOU SMARTER The latest sensation in robotics is the Hybrid Mobility Robot (HMR) from Revolute Robotics.