
OpenAI to continue working with Scale AI after Meta deal
OpenAI
plans to continue working with Scale AI after rival
Meta
on Friday agreed to take a 49% stake in the artificial intelligence startup for $14.8 billion, OpenAI's CFO Sarah Friar told the VivaTech conference in Paris.
Scale AI provides vast amounts of labelled or curated training data, which is crucial for developing sophisticated tools such as OpenAI's ChatGPT.
"We don't want to ice the ecosystem because acquisitions are going to happen," she said. "And if we ice each other out, I think we're actually going to slow the pace of innovation."
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Microsoft-backed OpenAI's ChatGPT AI language models rival those of Meta's Llama family of models. Scale CEO Alexandr Wang will now join Meta to lead its new superintelligence unit.
"We don't just buy from Scale, Friar said. "We work with many vendors on the data front."
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"As models have gotten smarter, you're going into a place where you need real expertise ... we have academics and experts telling us that they are finding novel things in their space."
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Time of India
31 minutes ago
- Time of India
Dubai's housing assistance: Grants vs. loans, what citizens need to know
Dubai provides housing grants and loans to citizens for construction, renovation, and home purchases based on income and eligibility./ Image is generated by AI for illustrative and creative purposes Navigating housing support in Dubai doesn't have to be overwhelming, even though it can sometimes feel like a labyrinth. Understanding whether you're eligible for a housing grant or a housing loan is the first step toward making the right decision for your housing needs. Whether you're a first-time homebuilder, someone looking to renovate, or in need of a quick housing solution, Dubai's government, through the Mohammed bin Rashid Housing Establishment, provides various options to make homeownership and improvement more accessible. Let's cut through the jargon and break down the essential details, eligibility, benefits, and application process, so you can find the best fit for your situation. Understanding Housing Grants and Loans The Mohammed bin Rashid Housing Establishment offers two primary forms of assistance for Dubai citizens: housing grants and housing loans. Each is designed to support citizens based on their specific financial situation, family status, and housing needs. Housing Grants: These are typically aimed at low-income families, widows, divorcees with children, and people of determination (those with disabilities). Citizens who do not own property and meet the income requirements can apply for a grant. The key focus of grants is to provide financial aid for building new homes, maintaining old properties, or purchasing prefabricated housing solutions. Housing Loans: Housing loans are designed for citizens with a stable income who can repay the amount over time. These loans are intended to help with building or buying homes, as well as renovating or expanding existing properties. The loan terms depend on the applicant's financial status, and repayments are made monthly. According to the Mohammed bin Rashid Housing Establishment's mission, the goal is to provide adequate housing solutions to all eligible applicants, prioritizing low-income families and ensuring that housing developments reflect the unique cultural and social fabric of Dubai's communities. by Taboola by Taboola Sponsored Links Sponsored Links Promoted Links Promoted Links You May Like 5 Books Warren Buffett Wants You to Read In 2025 Blinkist: Warren Buffett's Reading List Undo Who Is Eligible for Housing Assistance? Citizenship and income level are the primary factors in determining eligibility for housing grants or loans. Housing Grants Eligibility : Target Groups: Widows, divorcees with children, people of determination, and families with low incomes. Property Ownership: Applicants must not own property registered in their name in Dubai or any other emirates. Residency: Applicants must be Emiratis with a Dubai passport, and the property must be located within Dubai. Income: Grants are generally available for those with a monthly income below Dh15,000. Housing Loans Eligibility : Stable Income: Citizens with a steady income who can repay the loan. Age: Applicants must be 22 years or older. Employment: Applicants must be employed in either the government or private sector, or be self-employed, with proof of income. Previous Support: Applicants should not have received any previous housing support from federal or local authorities. Both grants and loans prioritize married applicants, especially those with children. However, separated or divorced individuals may apply either jointly or individually, depending on their custody arrangement, as dictated by court rulings. Financial Details and Support Amount The financial details for both grants and loans vary based on an applicant's income and housing needs. Grants are typically awarded to individuals with a monthly income below Dh15,000. The grant amount can cover costs for construction, maintenance, or ready-built homes, depending on the specific type of grant. Loans are available for citizens whose income exceeds Dh15,000. These loans can cover costs for building a home, purchasing ready-built properties, or renovating an existing home. For both options, the Mohammed bin Rashid Housing Establishment offers financial support up to Dh1 million, depending on the applicant's case assessment. Loans are repaid in monthly installments, and the full loan repayment period can extend up to a maximium of 25 years. The exact loan amount, interest rate, and repayment terms are determined based on a contract signed between the applicant and the Establishment, taking into account the applicant's income and repayment capacity. How to Apply for Housing Assistance To apply for housing support, Dubai citizens must go through a simple digital process, designed to ensure that all necessary information is gathered efficiently. Create an Account: Applicants must first create an account on the Mohammed bin Rashid Housing Establishment's official smart platform or use the Dubai Now app . Complete the Application: Applicants then fill out the online application form, uploading all required documents, such as: Emirates ID and family book Proof of income (e.g., salary certificate or bank statement) Land title deed (if applying for construction support) Court documents for divorce or custody status (if applicable) Medical reports (for people with special needs) Document Review: After submission, the application undergoes an initial review, followed by a technical and financial evaluation to assess eligibility. For those unsure about which option to apply for, the Mohammed bin Rashid Housing Establishment provides advisory support to guide applicants through the process. Types of Housing Assistance Available The Mohammed bin Rashid Housing Establishment offers a variety of grants and loans designed to meet the diverse needs of Dubai citizens at various stages of their housing journey. Common Types of Grants : Construction Grants: For citizens who own land but cannot afford to build a home. Home Maintenance Grants: For families living in old homes that need urgent repairs. Ready-Built Home Purchase Grants: For low-income families eligible to purchase ready-built homes. Replacement Grants: For demolishing and reconstructing unsafe or hazardous buildings. Common Types of Loans : Loans for Home Construction: For those wishing to build homes on owned land. Loans for Purchasing Ready-Built Homes: For citizens seeking to buy homes in Dubai. Maintenance and Expansion Loans: For developing or expanding existing homes. Demolition and Reconstruction Loans: For rebuilding unsafe or dilapidated homes. Ready-Built Home Loans: Available in limited cases for individuals needing quick housing solutions. Each type of grant or loan has specific conditions, such as repayment terms for loans and technical requirements for construction. Applicants are encouraged to carefully review the guidelines to ensure they meet all criteria. Additional Support for Sustainable Housing The Mohammed bin Rashid Housing Establishment is not only focused on providing financial assistance but also aims to promote sustainable housing solutions. Recently, the Foundation launched a training initiative aimed at educating citizens on efficient and sustainable housing construction. Participants were provided with: A comprehensive guide on housing services, construction guidelines, and smart home systems. Training on estimating construction costs, determining budgets, and designing homes that align with both family needs and financial resources. Information on the differences between building a new home versus purchasing a ready-built home. This initiative is part of the Establishment's broader effort to empower citizens with the knowledge to make informed decisions about their housing options.


Time of India
33 minutes ago
- Time of India
IIT Ropar ranked 12th among top engineering colleges in India
Ropar: The Indian Institute of Technology (IIT) Ropar has secured the 12th position in the top engineering colleges in India 2025 rankings released by the Indian Institutional Ranking Framework (IIRF). Out of over 2,500 engineering institutions assessed nationwide, IIT Ropar stood out for its strong performance in research, innovation, and academic excellence. The IIRF rankings are known for their rigorous methodology, evaluating institutions on parameters such as placement performance, teaching-learning resources, research output, industry integration, future orientation, and international outlook. IIT Ropar's placement in the top 15 highlights its growing reputation among the country's premier technology institutes. Reacting to the achievement, Prof Rajeev Ahuja, director of IIT Ropar, said, "IIT Ropar should lead in research and innovation; we have all the ingredients to become the most innovative institute in the country. We are committed to pushing boundaries, advancing research, and fostering indigenous manufacturing to reduce reliance on imports." by Taboola by Taboola Sponsored Links Sponsored Links Promoted Links Promoted Links You May Like Giao dịch vàng CFDs với sàn môi giới tin cậy IC Markets Tìm hiểu thêm Undo The institute is actively involved in several major national-level projects, including a PAIR grant collaboration with seven other institutions, FIST projects, and the establishment of a technology development hub and a deep-tech accelerator funded by the department of science and technology (DST). IIT Ropar is also home to a Technology Business Incubation Center supporting startups and innovators in fields such as defence, semiconductors, and smart agriculture. One of its flagship initiatives, a ministry of education-supported Center of Excellence in digital agriculture, is driving AI-based solutions for precision farming and environmental sustainability. These projects are positioning the institute at the forefront of India's digital and green transformation. Key Achievements: Attracted Rs 600 crore in research funding over the past year from various government and industry sources Published 1,056 research papers in 2024, nearly double the 530 papers published in 2020 Earned a 5-star 'Eat Right Campus' rating from FSSAI, reinforcing its commitment to health and sustainability Demonstrated leadership in cutting-edge domains such as AI, quantum technology, cyber-physical systems, digital agriculture, and energy efficiency MSID:: 121850083 413 | Follow more information on Air India plane crash in Ahmedabad here . Get real-time live updates on rescue operations and check full list of passengers onboard AI 171 .


Time of India
an hour ago
- Time of India
Aspirants Take AI Reality Check Before Taking Poll Plunge
Nagpur: Artificial Intelligence (AI) can do a lot many things that can help improve efficiency and productivity on individual or organisational level, but can it predict how an aspirant will fare in an election? That's no longer a question, but something that's already being tried and tested. In fact, AI is the latest trend in poll strategy with aspirants seeking "advice" about their chances of winning, before throwing their hat in the ring. Some poll strategy/survey companies are now offering an AI-driven analytics services to prepare a full report on the chances (in percentage) an aspirant has in a particular ward, based on past poll records, political competition, ground surveys and issues which are connecting with people. An aspirant from North Nagpur, who wanted to check his prospects in the upcoming civic body elections, got such a report from a Mumbai-based company. The aspirant told TOI that it was a cost-effective way to get a reality check. "It's like a marriage kundli-matching report," he laughed while explaining the concept. "For less than Rs 3 lakh I get this report which provides me with a neutral view on what my chances are, regardless of what my supporters say or what I feel. by Taboola by Taboola Sponsored Links Sponsored Links Promoted Links Promoted Links You May Like Giao dịch vàng CFDs với mức chênh lệch giá thấp nhất IC Markets Đăng ký Undo This way, I can decide whether or not to spend a lot of money in the entire poll campaign," said the aspirant. This AI generated testing-the-waters report works out best for poll aspirants who are not career politicians, though the data is crucial for every category of aspirant. Successful businessmen and moneybags who are keen to try their luck in politics still keep the 'economic viability' of their new venture in mind. This poll aspirant got TOI in touch with two others who also got the report made, and said "it helps a lot". One of them said, "The report is very detailed and we got it in Marathi only. A team came down here and did the survey and two weeks later I got the report. The chart showed us which issues are important in the ward and which party is the preferred one. Then there was an advice on what issues I will have to focus on for victory. But my report gave a low chance of me winning, so I am thinking whether or not to contest." Through these poll aspirants, TOI got in touch with the company in Mumbai, which prepared the reports. Speaking on behalf of the company, Chaitanya Wadekar said even before internet came, surveys were being done. "What has changed now is how the data is collected and most importantly – due to advent of AI – how that data is analyzed and presented," Wadekar said. Wadekar said, "AI predictive model becomes better as more data pours in. We feed it with our intensive ground intel, combined with old poll results, demographics, issues etc to get a more detailed response. Our digital AI-driven database also identifies local influencers, be it social media stars, activists, lawyers, community leaders, who each can swing a few hundred or even a thousand votes in favour of the candidate. " Poll aspirants also get a dedicated online dashboard, in Marathi too, and at the click of the button they can see a comprehensive interactive report. The third poll aspirant TOI spoke with said, "Everyone enters polls to win, nobody says I am here to lose unless you have an agenda to cut votes. And at the civic body level, candidates have to mostly put up their own funds. So, the more accurate information you can get, the better. " Follow more information on Air India plane crash in Ahmedabad here . Get real-time live updates on rescue operations and check full list of passengers onboard AI 171 .