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Economic Times
15 hours ago
- Economic Times
Google's DeepMind CEO exposes the shocking flaw holding AI back from full AGI - here are the details
Even though AI can solve world-class math problems, it still struggles with high school-level equations. That's the paradox that Google DeepMind CEO Demis Hassabis claims is preventing AI from becoming fully AGI. The culprit is apparently an unexpected lack of consistency. Demis Hassabis believes that the most significant barrier to full AGI is AI's inconsistency in reasoning and problem-solving. Fixing the flaw will necessitate advances in reasoning, planning, and memory, not just more data or computing power. Demis Hassabis stated that "some missing capabilities in reasoning and planning in memory" need to be fixed. Hassabis stated in a Tuesday episode of the "Google for Developers" podcast that even sophisticated models such as Google's Gemini still make mistakes on problems that most schoolchildren could figure out, as quoted in a report by Business Insider. ALSO READ: Taylor Swift new album release date: When are the new playlists coming out - here are key details 'It shouldn't be that easy for the average person to just find a trivial flaw in the system," he stated. He cited Gemini models that have been improved with DeepThink, a method that improves reasoning, and that have the potential to take home gold at the International Mathematical Olympiad, the most prominent math competition in the world. The same systems, he claimed, can "still make simple mistakes in high school maths," and he referred to them as "uneven intelligences" or "jagged intelligences,' as quoted in a report by Business Insider."Some dimensions, they're really good; other dimensions, their weaknesses can be exposed quite easily," he stated. It's not just about getting more data and computing power to get to Artificial General Intelligence (AGI), which is the point at which AI can think and reason like a person in all areas. Hassabis thinks that the missing piece is to make reasoning, planning, and memory better, as quoted in a report by Business Insider. AI's weaknesses can make its strengths less useful if they aren't consistent. For example, an AI that can solve graduate-level physics problems but not basic algebra is not really intelligent in the same way that people are. Google CEO Sundar Pichai came up with the term "AJI", Artificial Jagged Intelligence, to describe the current state of the technology because it isn't balanced, as quoted in a report by Business Insider. Hassabis says the industry needs "new, harder benchmarks" to thoroughly test AI's strengths and weaknesses and make sure it works well on all kinds of Hassabis is still hopeful, though, and thinks that AGI could be here in five to ten years. He does, however, stress that Big Tech still hasn't figured it out. Before the launch of GPT-5, OpenAI CEO Sam Altman said something similar. He said that GPT-5 is a big step forward, but it is not yet true AGI. Altman said that one major gap is that AI can't keep learning on its own from new information it comes across in real time. ALSO READ: Orca attack mystery: What really happened to marine trainer Jessica Radcliffe Both leaders agree that the next big steps forward in AI won't just come from bigger models. They will also come from smarter models that have the kind of balanced, adaptable intelligence that people take for granted. What is preventing AI from achieving AGI?AI lacks consistency, excelling at complex tasks while failing at simpler ones. How would Demis Hassabis describe current AI? He refers to it as "jagged intelligence" because it is strong in some areas but weak in others.


Hindustan Times
17 hours ago
- Hindustan Times
EB-5 visa program: USCIS set to reveal investment rules for green card applicants, check details here
USCIS will release EB-5 regulations in November that will help investors understand how long they must maintain their contributions in the investor program in order to be eligible for green cards. The EB-5 visa program requires a minimum capital of $1,050,000, whereas the Targeted Employment Area needs a minimum of $8,000,000. Investors that make the required investment in a US-based business and create or maintain ten permanent full-time jobs for eligible US workers are allowed to apply for lawful permanent residence and get a Green Card under the EB-5 visa program. All about EB-5 visa requirement The EB-5 visa program requires a minimum capital of $1,050,000, whereas the Targeted Employment Area needs a minimum of $8,000,000. A federal court issued an order in a lawsuit concerning the 'sustainment period' for money invested through the EB-5 visa program. The disputed topic was about the timeframe under which EB-5 investors can withdraw their investments and still qualify for a US green card. The court was considering a case that would have affected EB-5 investors who wanted to make America their permanent home. Also Read: Setback for Indians? Trump's WH approves major H-1B visa overhaul, set to prioritize higher wages over lottery system The US District Court for the District of Columbia has decided not to become involved in the current 'sustainment dispute' surrounding EB-5 investments. It further stated that formal regulations outlining the requirements of the EB-5 Reform and Integrity Act will be released for public discussion by November 2025. USCIS grants the EB-5 investor and their family members provisional permanent residence for a two-year period after they enter the country on an EB-5 immigrant visa. The Immigration and Nationality Act (INA) establishes the duration of probationary residence for investors. EB-5 Reform and Integrity Act of 2022 The EB-5 Reform and Integrity Act of 2022 (RIA), which President Biden signed into law, removed restrictions on an investor's status as a lawful permanent resident and changed the standards for investment upkeep. In order to understand the new legislative language, the defendant United States Citizenship and Immigration Services (USCIS) released instructions. The investment must be 'expected to remain invested for not less than 2 years and investors no longer needed to sustain their investment throughout their period of conditional residence,' in a bid to qualify for EB-5 classification, the USCIS said.


India Today
2 days ago
- India Today
OpenAI COO says GPT-5 is 5x more accurate, but only some users will see big changes
OpenAI recently unveiled GPT-5, describing it as its most capable AI model yet. In an interview with Big Technology, OpenAI's COO Brad Lightcap has now claimed that this version is four to five times more accurate than its earlier versions. He says the upgrade will be more noticeable for some users than others, largely because of how the model now works behind the think now with GPT-5 and obviously with future models, we have seen consistently the rates of accuracy and the rates of hallucination go up and down respectively. GPT-5 depends on how you measure it, but it's four to five times more accurate than its predecessors," he explained that GPT-5 changes the way people interact with ChatGPT. In earlier versions, users had to manually select between different models - some are better for quick replies and some are designed for deeper reasoning. This model switching often confused people. GPT-5 removes that choice altogether by letting the AI itself decide how much time and computational effort to spend on a question. In practice, this means the model might take extra time to "think" through a complex query, while keeping simpler answers fast. Lightcap described this as more than a convenience upgrade. By dynamically adjusting its reasoning process, GPT-5 can deliver better responses across different types of questions, whether it is writing, coding, or tackling a health-related topic. The model's improvements are not limited to speed and reasoning. He asserted that the model has also been trained with a particular emphasis on medical reasoning and health-related queries. It is being said that this is in response to a growing number of people using AI tools to understand health conditions or manage ongoing company is clear, however, that GPT-5 is not meant to replace doctors. Instead, it is designed to give people more awareness and context, such as explaining a medical condition, its common symptoms, and possible care options. According to Lightcap, many people struggle with understanding their own diagnoses because the healthcare system often leaves little time for detailed explanations. OpenAI hopes GPT-5 can fill some of that gap while maintaining high factual that point, the company says GPT-5's answers are far less likely to contain factual errors compared to previous versions. Measured against GPT-4o, responses are about 45 per cent less likely to be incorrect, and when the model engages in extended reasoning, the accuracy improvement rises to around 80 per casual ChatGPT users, especially those on the free tier, the jump to GPT-5 could feel substantial. Many of them have only experienced the more basic GPT-4.0, which works like a fast, search-style assistant. With GPT-5, these users will see, for the first time, a model that can decide when to take extra time to deliver a more thoughtful answer. For long-time Plus subscribers and advanced users, who have already had access to reasoning models like GPT-4.1 and OpenAI's 'o-series,' the improvement will still be noticeable, though perhaps less its advances, GPT-5 is not being called artificial general intelligence (AGI). Lightcap said the technology shows early signs of AGI-like abilities, such as multi-step reasoning and better tool usage, but is still part of a gradual evolution rather than a clear-cut breakthrough. - Ends