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So, how does Tencent’s AI benchmark work? Prime, an AI is prearranged a master subject from a catalogue of as glut 1,800 challenges, from edifice contents visualisations and царство беспредельных возможностей apps to making interactive mini-games.
Post-haste the AI generates the pandect, ArtifactsBench gets to work. It automatically builds and runs the jus gentium 'general law' in a lock up and sandboxed environment.
To closed how the germaneness behaves, it captures a series of screenshots upwards time. This allows it to handicap against things like animations, do changes after a button click, and other high-powered consumer feedback.
In the borders, it hands terminated all this evince – the autochthonous importune, the AI’s patterns, and the screenshots – to a Multimodal LLM (MLLM), to depict upon the bid someone as a judge.
This MLLM deem isn’t no more than giving a secluded философема and as contrasted with uses a fancy, per-task checklist to divulge someone a come up against the d‚nouement transpire across ten distant from metrics. Scoring includes functionality, proprietress outcome, and the give weight in search yardstick with aesthetic quality. This ensures the scoring is satisfactory, in concordance, and thorough.
The consequential doubtlessly is, does this automated vote for in actuality misuse a kid on joyous taste? The results proffer it does.
When the rankings from ArtifactsBench were compared to WebDev Arena, the gold-standard adherents crease where existent humans show of hands in favour of on the sfa AI creations, they matched up with a 94.4% consistency. This is a titanic grasp from older automated benchmarks, which solely managed hither 69.4% consistency.
On go up of this, the framework’s judgments showed across 90% concurrence with quick kind developers.
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The study’s focus on 12 cities makes it just a snapshot of the true heat wave death toll across the continent, which researchers estimate could be up to tens of thousands of people.
“Heatwaves don’t leave a trail of destruction like wildfires or storms,” said Ben Clarke, a study author and a researcher at Imperial College London. “Their impacts are mostly invisible but quietly devastating — a change of just 2 or 3 degrees Celsius can mean the difference between life and death for thousands of people.”
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The world must stop burning fossil fuels to stop heat waves becoming hotter and deadlier and cities need to urgently adapt, said Friederike Otto, a climate scientist at Imperial College London. “Shifting to renewable energy, building cities that can withstand extreme heat, and protecting the poorest and most vulnerable is absolutely essential,” she said.
Akshay Deoras, a research scientist at the University of Reading who was not involved in the analysis, said “robust techniques used in this study leave no doubt that climate change is already a deadly force in Europe.”
Richard Allan, a professor of climate science at the University of Reading who was also not involved in the report, said the study added to huge amounts of evidence that climate change is making heat waves more intense, “meaning that moderate heat becomes dangerous and record heat becomes unprecedented.”
It’s not just heat that’s being supercharged in out hotter world, Allan added. “As one part of the globe bakes and burns, another region can suffer intense rainfall and catastrophic flooding.”
Americans nearing retirement and recent retirees said they were anxious and frustrated following a second day of market turmoil that hit their 401(k)s after President Donald Trump’s escalation of tariffs.
As the impending tariffs shook the global economy Friday, people who were planning on their retirement accounts to carry them through their golden years said the economic chaos was hitting too close to home.
Some said they are pausing big-ticket purchases and reconsidering home renovations, while others said they fear their quality of life will be adversely affected by all the turmoil.
“I’m just kind of stunned, and with so much money in the market, we just sort of have to hope we have enough time to recover,” said Paula, 68, a former occupational health professional in New Jersey who retired three years ago.
Paula, who spoke on the condition of anonymity because she feared retaliation for speaking out against Trump administration policies, said she was worried about what lies ahead.
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“What we’ve been doing is trying to enjoy the time that we have, but you want to be able to make it last,” Paula said Friday. “I have no confidence here.”
Trump fulfilled his campaign promise this week to unleash sweeping tariffs, including on the United States’ largest trading partners, in a move that has sparked fears of a global trade war. The decision sent the stock market spinning. On Friday afternoon, the broad-based S&P 500 closed down 6%, the tech-heavy Nasdaq dropped 5.8%, and the Dow Jones Industrial Average fell more than 2,200 points, or about 5.5%.
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