Unite.AI

The Neurosymbolic Shift: Why Pure LLMs Are Hitting a Wall - The AI industry is experiencing a significant shift that is not yet widely recognized. While large language models (LLMs) continue to dominate the field, a new approach is emerging quietly. This approach, referred to here as Neurosymbolic LLMs, enables neural network based LLMs to employ symbolic reasoning for performing the task. Unlike pure LLMs, which rely solely on neural networks' pattern recognition abilities, Neurosymbolic LLMs first convert natural language instructions into symbolic programs and then use external symbolic interpreters, such as programming language interpreters, to execute them. This integration enhances the model's ability to handle complex tasks, offering better accuracy, […] - https://lnkd.in/eYbFQNCU

The Neurosymbolic Shift: Why Pure LLMs Are Hitting a Wall - The AI industry is experiencing a significant shift that is not yet widely recognized. While large language models (LLMs) continue to dominate the field, a new approach is emerging quietly. This approach, referred to here as Neurosymbolic LLMs, enables neural network based LLMs to employ symbolic reasoning for performing the task. Unlike pure LLMs, which rely solely on neural networks' pattern recognition abilities, Neurosymbolic LLMs first convert natural language instructions into symbolic programs and then use external symbolic interpreters, such as programming language interpreters, to execute them. This integration enhances the model's ability to handle complex tasks, offering better accuracy, […] - https://lnkd.in/eYbFQNCU

From Moore’s Law to “OpenAI’s Law”: The Exponential Trajectory of AI Development - Artificial intelligence is advancing at a speed that’s difficult to comprehend. To describe this phenomenon, insiders have begun referencing what some call “OpenAI’s Law”—a modern parallel to Moore’s Law, but far steeper. This term was brought to wider attention in the book Empire of AI, which chronicles the rise of OpenAI and the unfolding race toward artificial general intelligence (AGI). In the book, “OpenAI’s Law” is used to capture the breakneck pace at which compute requirements—and thus AI capabilities—have scaled over the past decade. While not a formal scientific law, OpenAI’s Law refers to a real and measurable trend: the […] - https://lnkd.in/eRgZt5Xp

From Moore’s Law to “OpenAI’s Law”: The Exponential Trajectory of AI Development - Artificial intelligence is advancing at a speed that’s difficult to comprehend. To describe this phenomenon, insiders have begun referencing what some call “OpenAI’s Law”—a modern parallel to Moore’s Law, but far steeper. This term was brought to wider attention in the book Empire of AI, which chronicles the rise of OpenAI and the unfolding race toward artificial general intelligence (AGI). In the book, “OpenAI’s Law” is used to capture the breakneck pace at which compute requirements—and thus AI capabilities—have scaled over the past decade. While not a formal scientific law, OpenAI’s Law refers to a real and measurable trend: the […] - https://lnkd.in/eRgZt5Xp

China’s AI Mirage: How “Open Source” Hides What Matters Most - With Big Tech players like Google, Microsoft, and Meta vying to dominate the AI market, China’s High Flyer, Baidu, Moonshot, and Alibaba have made headlines for releasing their DeepSeek, ERNIE 4.5, Kimi K2, and Qwen3 large language models, respectively, as open source. This shift from releasing guarded, proprietary GenAI models has been received as a sign that China’s AI industry is embracing the power of open source to democratize AI development and spur innovation. Like many players who tout their offerings as open source and even put it in their company names, however, High Flyer, Baidu, and Moonshot have not actually shared critical pieces like […] - https://lnkd.in/e7ge4zCi

China’s AI Mirage: How “Open Source” Hides What Matters Most - With Big Tech players like Google, Microsoft, and Meta vying to dominate the AI market, China’s High Flyer, Baidu, Moonshot, and Alibaba have made headlines for releasing their DeepSeek, ERNIE 4.5, Kimi K2, and Qwen3 large language models, respectively, as open source. This shift from releasing guarded, proprietary GenAI models has been received as a sign that China’s AI industry is embracing the power of open source to democratize AI development and spur innovation. Like many players who tout their offerings as open source and even put it in their company names, however, High Flyer, Baidu, and Moonshot have not actually shared critical pieces like […] - https://lnkd.in/e7ge4zCi

Demystifying Quantum AI: What It Is, What It Isn’t, and Why It Matters Now - AI has entered a new phase. It is no longer just about building larger models or accessing more data. Today’s competition centers on speed, efficiency and innovation. Companies are seeking new tools that offer both technical and economic advantages. For some, quantum computing is starting to look like one of those tools. Quantum AI refers to the combination of quantum computing with artificial intelligence. It offers a new way to tackle complex problems in machine learning, optimization and data analysis. While still in development, the potential is drawing serious attention. A 2024 global survey by SAS  found that more than […] - https://lnkd.in/es7qu6EN

Demystifying Quantum AI: What It Is, What It Isn’t, and Why It Matters Now - AI has entered a new phase. It is no longer just about building larger models or accessing more data. Today’s competition centers on speed, efficiency and innovation. Companies are seeking new tools that offer both technical and economic advantages. For some, quantum computing is starting to look like one of those tools. Quantum AI refers to the combination of quantum computing with artificial intelligence. It offers a new way to tackle complex problems in machine learning, optimization and data analysis. While still in development, the potential is drawing serious attention. A 2024 global survey by SAS  found that more than […] - https://lnkd.in/es7qu6EN

Top Tech Companies Are Training Teachers to Use AI - Technology is rapidly transforming classrooms, and tech giants are stepping up to equip teachers with essential skills. Companies like Microsoft, OpenAI and Anthropic recently partnered with teachers’ unions to launch the National Academy for AI Instruction — a major initiative to train hundreds of thousands of teachers in the United States. Artificial intelligence is reshaping education, empowering teachers and opening doors to innovative instruction methods. Tech Companies Offering Teacher-Focused AI Training Here’s how top tech firms are revolutionizing the education industry through AI. Microsoft and OpenAI Partner With Teachers’ Unions Microsoft, OpenAI and Anthropic collaborated with the American Federation of […] - https://lnkd.in/eCaF8eXP

Top Tech Companies Are Training Teachers to Use AI - Technology is rapidly transforming classrooms, and tech giants are stepping up to equip teachers with essential skills. Companies like Microsoft, OpenAI and Anthropic recently partnered with teachers’ unions to launch the National Academy for AI Instruction — a major initiative to train hundreds of thousands of teachers in the United States. Artificial intelligence is reshaping education, empowering teachers and opening doors to innovative instruction methods. Tech Companies Offering Teacher-Focused AI Training Here’s how top tech firms are revolutionizing the education industry through AI. Microsoft and OpenAI Partner With Teachers’ Unions Microsoft, OpenAI and Anthropic collaborated with the American Federation of […] - https://lnkd.in/eCaF8eXP