Technology
MIT tool shows climate change could cost Texans a month and a half of outdoor time by 2080

There are some ways to explain what is occurring to the Earth’s climate: Global warming. Climate change. Climate crisis. Global weirdness. They all try in alternative ways to capture the phenomena caused by the malfunctioning of our world’s weather systems. However, despite the numerous options that a thesaurus entry offers, it continues to be extremely difficult to discover this idea.
But perhaps MIT scientists will finally find the reply. Instead of predicting Category 5 hurricanes or days of record heat, a tool has been developed that permits people to see how much “days outdoors” their region could experience between now and 2100 if increases in greenhouse gas emissions remain unchecked.
The results could also be disturbing or comforting, depending on where you reside.
For people in California Or France Or Germany, the situation doesn’t look that bad. The climate won’t be as hospitable in summer, but it’ll develop into barely milder in spring and fall, providing anywhere from a few days to almost a month of outdoor weather in comparison with historical data. The Great Britain will get even higher, gaining 40 days outdoors by the top of the century.
However, not everyone will come out on top. Some places with a temperate climate, e.g New York, Massachusetts, ChinaAND Japan will miss a week or more of days spent outdoors. In other places the image looks much more tragic. Illinois by the 2080s, they are going to have lost greater than a month of days spent outdoors as summers develop into unbearably hot. Texas he’ll lose a month and a half for a similar reason.
However, the countries whose populations are probably the most vulnerable will suffer probably the most (as scientists warn). Nigeria summers will develop into even hotter and longer, cutting off almost two months of outdoor days. India will lose almost two and a half months.
It doesn’t need to be this fashion. Even if the world fails to realize net zero carbon emissions by 2050 – but does achieve it by 2070 – the situation will improve dramatically. Both Nigeria and India will lose only one month of outdoor days, with more northern regions retaining some of their additional outdoor days.
Risk assessment
The MIT tool is a possible application of a field of science called climate scenario evaluation, a branch of strategic planning that goals to grasp how climate change will affect different regions and demographic groups. This will not be a latest field, but as advances in computing power have enabled more sophisticated climate models, it has gained wider application than before.
A number of startups are using this relatively newfound ability to predict to assist shape an uncertain future.
Many startups within the industry are focused on solving uncertainty for investors, lenders, and insurers. Jupiter’s intelligence, beerAND One concern all deal with these markets, providing clients with dashboards and data feeds that they will tailor to regions and even assets of interest. Startups also determine the chance of floods, fires and droughts, and provide reports detailing the risks to assets and supply chains. They may also share regulatory information highlighting significant climate risks.
Investors and insurers are concerned enough in regards to the impact of climate change on assets and supply chains that these startups have attracted real money. Jupiter Intelligence raised $97 million, Cervest raised $43 million and One Concern raised $152 million, based on PitchBook.
While major financial institutions are an obvious customer base for climate forecasting firms, other exposed markets also need solutions.
KlimatAI is aimed toward agriculture, including agribusinesses, lenders and food and beverage producers, all of whom have seen drought, floods and storms decimating crops. As a result, water risk assessment is a key component of ClimateAI’s forecasts, even though it also provides other weather and climate-related data. So far, the startup has raised $37 million, based on PitchBook.
Reasonable weather works in markets which are a little closer to home for many of us. It insures people happening events and outdoor activities, from live concert events to camping and golfing. It works with campsites, golf courses, live event operators and more, enabling them to insure their trip against adversarial weather conditions. According to PitchBook, due to this approach, the startup received funding of $22 million.
As more businesses and consumers develop into aware of the impact of climate change on their lives, their need for certainty will create a wealth of latest markets that can provide start-ups and their competitors with ample opportunities to grow. Climate scenario evaluation, once a area of interest limited to academic labs and insurance firms, appears poised to enter the mainstream.
Technology
Benchmarks meta for new AI models are somewhat misleading

One of the new flagship AI Meta models released on Saturday, Maverick, Second rating at LM ArenaA test during which human rankings compare the outcomes of models and select which they like. But it appears that evidently the Maverick version, that the finish implemented on LM Arena differs from the version that’s widely available to programmers.
How several And researchers He pointed to X, Meta noticed within the announcement that Maverick on LM Arena is a “experimental version of the chat.” Chart on The official website of LlamaMeanwhile, it reveals that the testing of the LM META Arena was carried out using “Llama 4 Maverick optimized for conversation.”
As we wrote earlier, for various reasons LM Arena has never been essentially the most reliable measure of the performance of the AI model. But AI firms generally didn’t adapt or otherwise adapted their models to higher rating at LM Arena-Lub a minimum of didn’t admit it.
The problem related to adapting the model to the reference point, suspension of it, after which releasing the “vanilla” variant of the identical model, is that programmers are difficult to predict how good it can work in specific contexts. It can be misleading. It is best if the tests tests – miserably inadequate – provide a shutter of strong and weaknesses of 1 model in various tasks.
Indeed, scientists on X have Stark was observed Differences in behavior From publicly to download maverick in comparison with the hosted model on LM Arena. The LM Arena version seems to make use of many emoji and provides extremely long answers.
Okay, Lama 4 is Def and Littled cooked lol, what a yap city is that this city pic.twitter.com/y3gvhbvz65
– Nathan Lambert (@natolambert) April 6, 2025
For some reason, the Llam 4 model in the sector uses rather more emoji
together. Ai, it seems higher: pic.twitter.com/f74odx4zttt
– technological notes (@techdevnotes) April 6, 2025
We arrived at Meta and Chatbot Arena, a company that maintains LM Arena to comment.
(Tagstotransate) benchmark
Technology
Trump delays the ban

Donald Trump has signed a brand new executive order “Save Tiktok”.
Tiktok will live to see the next day – at the least for now. On April 4, President Donald Trump signed a brand new executive order delaying the ban on a preferred social application by one other 75 days. The application was to darken in the USA on April 5.
The application, belonging to the Chinese company Bytedance, is now on the second extension in the first quarter of the 12 months. In 2024, President Biden signed bilateral laws of Ban Tiktok, citing fears about national security. Congress voted in a predominant means. Although Trump has signed the executive order to “save” the application, many questioned the legality of the movement. Like many president’s actions at the starting of his term, they complain that evidently he exceeds the authority of the executive office.
Trump announced his move to Stop the ban on social truthSaying that his administration remains to be working on the contract.
“My administration worked very hard on the Tiktok saving contract, and we have made great progress,” Trump wrote on April 4. “The contract requires more work to ensure the signing of all necessary approvals, which is why I sign an executive order to continue tiktok for an additional 75 days.”
Trump quoted his newly imposed tariffs to China as a key reason for detained negotiations for the buyer.
“We hope to continue working in good faith with China, which, as I understand, are not very satisfied with our mutual tariffs – necessary for honest and balanced trade between China and the USA,” wrote Trump. “It proves that tariffs are the most powerful economic tool and very important for our national security. We do not want Tiktok to go dark. We are looking forward to cooperation with Tiktok and China to complete the contract.”
This means a second time Trump entered to delay the ban. On January 2, just a couple of days after returning to the office, he signed the first extension to stop Tiktok, utilized by over 170 million Americans available to users.
The potential sales of Tiktok draws the major attention of the principal players in the business world. According to HillMany private equity firms, the Venture Capital groups and the best technological investors have introduced offers for a preferred application.
Among the firms, apparently in the mix are Blackstone, Oracle, Amazon – led by Jeff Bezos – and the founding father of Onlyfans Tim Stokely. Interest in purchasing Tiktok has increased, how uncertainty about its future in the US is always growing.
The application, utilized by 170 million Americans, is situated at the center of ongoing political and economic negotiations between the United States and China. Along with the upcoming pressure and deadlines, the possibility of selling opened the door to the largest technological and financial names.
Technology
Doge is supposedly planning Hackathon to build a “mega api” for IRS data

The Department of Government Elon Musk (DOGE) is planning Organize Hackathon next week Focused on creating a “mega API interface”, which is able to provide access to taxpayers, according to Wired.
Wired claims that Hackathon is organized by two Doge employees within the service of the inner rule – Gavin Kliger and Sam Corcos, who’re also the final director at the extent of Healthtech startups. Corcos reportedly said to others in Doge that his goal is to build “one new API to rule them all.”
This would facilitate cloud suppliers access to IRS data, including taxpayers’ names, addresses, social insurance numbers, tax declarations and employment information, which may very well be exported to external systems. According to Wired, the vendor of external parties managed parts of the project, and Palantir “consistently” grew up as a candidate.
“Basically, they are open door controlled by Musk for the most sensitive information of all Americans without any rules that normally secure this data,” said an anonymous IRS worker said.
(Tagstranslate) dog
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