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Under fire from the sea, families in Odesa try to escape Russian barrage

BBC News

Up here you can see and hear when the drones come, she says, standing by a wall-length, floor-to-ceiling window. When they hit buildings and homes in the city of Odesa down below we see all the fires too. Her daughter Eva, who is nine, has learned the shapes and sounds of the objects that zoom through the sky on a daily basis. She proudly shows off a list of social media channels she checks when the air raid alerts go off. She knows whether what's coming is a risk or a threat, and that calms her down, her father Sergii says.


Commodore 64 Ultimate Review: An Astonishing Remake

WIRED

The reborn Commodore 64 is an astonishing remake--but daunting if you weren't there the first time around. "Digital detox" approach is compelling. It's hard to overstate just how seismic an impact the Commodore 64 had on home computing. Launched in 1982, the 8-bit machine--iconic in its beige plastic shell with integrated keyboard--went on to become the best-selling personal computer of all time . Despite the success, manufacturer Commodore International folded in 1994, with rights to the name floating around for years.


How to Choose a Computer Monitor (2025): Everything You Need to Know

WIRED

How to Choose a Computer Monitor You Won't Hate in a Few Years PC monitors are cheaper, faster, and more beautiful than ever. Here's how to pick one that will suit your needs and budget. Most people treat their monitor like a printer. They just want it to work without having to think about it. But if you work from home or spend hours gaming every night, it's worth an upgrade. And that's where things can get complicated. Do you pay extra for more ports?


5 Best Monitors for the Mac Mini (2025), Tested and Reviewed

WIRED

The Mac Mini is a fantastic little computer, but you'll need one of these great monitors to complete the setup. The Mac Mini is unbeatable in value . But unlike an iMac or MacBook, you'll need to pair it with a monitor. Apple has a couple of options: the Apple Studio Display and Pro Display XDR, but both are incredibly expensive (not to mention a few years old at this point). Fortunately, there are tons of great monitors out there that fit well into the Apple ecosystem. Be sure to check our Best Apple Desktops, Best MacBooks, Best Monitors, and Best Gaming Monitors guides for more.


Image2Net: Datasets, Benchmark and Hybrid Framework to Convert Analog Circuit Diagrams into Netlists

Xu, Haohang, Liu, Chengjie, Wang, Qihang, Huang, Wenhao, Xu, Yongjian, Chen, Weiyu, Peng, Anlan, Li, Zhijun, Li, Bo, Qi, Lei, Yang, Jun, Du, Yuan, Du, Li

arXiv.org Artificial Intelligence

Abstract--Large Language Model (LLM) exhibits great potential in designing of analog integrated circuits (IC) because of its excellence in abstraction and generalization for knowledge. However, further development of LLM-based analog ICs heavily relies on textual description of analog ICs, while existing analog ICs are mostly illustrated in image-based circuit diagrams rather than text-based netlists. Converting circuit diagrams to netlists help LLMs to enrich the knowledge of analog IC. Nevertheless, previously proposed conversion frameworks face challenges in further application because of limited support of image styles and circuit elements. Up to now, it still remains a challenging task to effectively convert complex circuit diagrams into netlists. And a hybrid framework, named Image2Net, is proposed for practical conversion from circuit diagrams to netlists. The netlist edit distance (NED) is also introduced to precisely assess the difference between the converted netlists and ground truth. Based on our benchmark, Image2Net achieves 80.77% successful rate, which is 34.62%- 45.19% higher than previous works. Specifically, the proposed work shows 0.116 averaged NED, which is 62.1%-69.6%


Kimi-Dev: Agentless Training as Skill Prior for SWE-Agents

Yang, Zonghan, Wang, Shengjie, Fu, Kelin, He, Wenyang, Xiong, Weimin, Liu, Yibo, Miao, Yibo, Gao, Bofei, Wang, Yejie, Ma, Yingwei, Li, Yanhao, Liu, Yue, Hu, Zhenxing, Zhang, Kaitai, Wang, Shuyi, Chen, Huarong, Sung, Flood, Liu, Yang, Gao, Yang, Yang, Zhilin, Liu, Tianyu

arXiv.org Artificial Intelligence

A contiguous chunk of lines to search for in the existing sourcecode 4. The dividing line: =======5. The lines to replace into the source code6. The end of the replace block: >>>>>>> REPLACEHere is an example: '''python ### mathweb/flask/app.py<<<<<<< SEARCH from flask import Flask ======= import math from flask import Flask >>>>>>> REPLACE ''' Please note that the * SEARCH/REPLACE * edit REQUIRES PROPER INDENTATION.If you would like to add the line ' print(x)', you mustfully write that out, with all those spaces before the code!Wrap the * SEARCH/REPLACE * edit in blocks '''python...'''.The summary of the key differences between the trajectories should bein the thinking part.


VICoT-Agent: A Vision-Interleaved Chain-of-Thought Framework for Interpretable Multimodal Reasoning and Scalable Remote Sensing Analysis

Wang, Chujie, Luo, Zhiyuan, Liu, Ruiqi, Ran, Can, Fan, Shenghua, Chen, Xi, He, Chu

arXiv.org Artificial Intelligence

The current remote sensing image analysis task is increasingly evolving from traditional object recognition to complex intelligence reasoning, which places higher requirements on the model's reasoning ability and the flexibility of tool invocation. T o this end, we propose a new multimodal agent framework, Vision-Interleaved Chain-of-Thought Framework (VICoT), which implements explicit multi-round reasoning by dynamically incorporating visual tools into the chain of thought. Through a stack-based reasoning structure and a modular MCP-compatible tool suite, VICoT enables LLMs to efficiently perform multi-round, interleaved vision-language reasoning tasks with strong generalization and flexibility.W e also propose the Reasoning Stack distillation method to migrate complex Agent behaviors to small, lightweight models, which ensures the reasoning capability while significantly reducing complexity. Experiments on multiple remote sensing benchmarks demonstrate that VICoT significantly outperforms existing SOTA frameworks in reasoning transparency, execution efficiency, and generation quality.


Russian tanker struck off Turkiye as Ukraine targets 'shadow fleet'

Al Jazeera

What is in the 28-point US plan for Ukraine? 'Ukraine is running out of men, money and time' Can the US get all sides to end the war? Why is Europe opposing Trump's peace plan? Russian tanker struck off Turkiye as Ukraine targets'shadow fleet' A Russian-flagged tanker in the Black Sea has reported being attacked off the Turkish coast, the third such vessel to have been targeted within a week. The Turkish Directorate General of Maritime Affairs said on Tuesday that the Midvolga-2 had reported coming under attack about 130km (80 miles) from land.


The best Black Friday TV deals in the UK – and how to avoid a bad one

The Guardian

We've rounded up the best Black Friday TV deals for every budget, from 50in OLEDs and small smart TVs to top-rated brands like Samsung and LG Do you really need to buy a new TV? The Guardian's journalism is independent. We will earn a commission if you buy something through an affiliate link. W hen it comes to buying a new TV during Black Friday, careful prep and a canny eye for detail are everything. Sometimes that big-screen bargain isn't quite the steal you might think, and even if the price is right, niggling problems could sour long-term satisfaction. The Guardian's journalism is independent. We will earn a commission if you buy something through an affiliate link. And it may be that you don't need a new TV at all - don't let the Black Friday FOMO fool you. Read our guide to making the most out of the TV you already have .


17 Best Black Friday Deals at Best Buy (2025) on Hot Tech

WIRED

Best Buy is rolling out really great deals on some of our favorite tech that we've tested this year. Whether you like it or not, Black Friday is here. The holiday shopping season is upon us, and it's when some of the best deals of the year make their appearance. For Black Friday, Best Buy has really solid tech deals on some of our favorite products we've tested and reviewed, ranging from laptops and gaming mice to cordless vacuums. So, whether you're shopping for the perfect gift for that tech lover in your life or if you've been waiting all year for prices to drop on something for yourself, there are a few great options below.