The evolution of artificial intelligence (AI) has profoundly impacted human society, driving significant advancements in multiple sectors. Yet, the escalating demands on AI have highlighted the limitations of AI's current offerings, catalyzing a movement towards Artificial General Intelligence (AGI). AGI, distinguished by its ability to execute diverse real-world tasks with efficiency and effectiveness comparable to human intelligence, reflects a paramount milestone in AI evolution. While existing works have summarized specific recent advancements of AI, they lack a comprehensive discussion of AGI's definitions, goals, and developmental trajectories. Different from existing survey papers, this paper delves into the pivotal questions of our proximity to AGI and the strategies necessary for its realization through extensive surveys, discussions, and original perspectives. We start by articulating the requisite capability frameworks for AGI, integrating the internal, interface, and system dimensions. As the realization of AGI requires more advanced capabilities and adherence to stringent constraints, we further discuss necessary AGI alignment technologies to harmonize these factors. Notably, we emphasize the importance of approaching AGI responsibly by first defining the key levels of AGI progression, followed by the evaluation framework that situates the status-quo, and finally giving our roadmap of how to reach the pinnacle of AGI. Moreover, to give tangible insights into the ubiquitous impact of the integration of AI, we outline existing challenges and potential pathways toward AGI in multiple domains. In sum, serving as a pioneering exploration into the current state and future trajectory of AGI, this paper aims to foster a collective comprehension and catalyze broader public discussions among researchers and practitioners on AGI.

Apple has apologized for its Crush! AdAge reports Apple said the video "missed the mark," and it has scrapped plans to run the commercial on TV. The video shows a series of musical instruments and other tools for human expression, including a guitar, drums, trumpet, amplifiers, record player, TV and much more being crushed to "All I Ever Need Is You" by Sonny and Cher. The crusher pulls up to reveal an iPad. Tonally, you could see how it could be misconstrued.

Apple has reportedly apologized for its tone-deaf "Crush!" ad that sparked a furious backlash with artists, musicians and other creators. AdAge reports that Apple said the video "missed the mark" and has scrapped plans to run the cutesy-turned-cringey commercial on TV. It's clear that Apple intended for the ad to serve as a metaphor for all the myriad creative tools one has when they throw down 1,000 or more for a new iPad Pro. Run during Tuesday's event, the video shows a series of musical instruments and creative tools, including a guitar, drums, trumpet, amplifiers, record player, TV and much more. "All I Ever Need Is You" by Sonny & Cher soundtracks the clip.

Interpretability is the study of explaining models in understandable terms to humans. At present, interpretability is divided into two paradigms: the intrinsic paradigm, which believes that only models designed to be explained can be explained, and the post-hoc paradigm, which believes that black-box models can be explained. At the core of this debate is how each paradigm ensures its explanations are faithful, i.e., true to the model's behavior. This is important, as false but convincing explanations lead to unsupported confidence in artificial intelligence (AI), which can be dangerous. This paper's position is that we should think about new paradigms while staying vigilant regarding faithfulness. First, by examining the history of paradigms in science, we see that paradigms are constantly evolving. Then, by examining the current paradigms, we can understand their underlying beliefs, the value they bring, and their limitations. Finally, this paper presents 3 emerging paradigms for interpretability. The first paradigm designs models such that faithfulness can be easily measured. Another optimizes models such that explanations become faithful. The last paradigm proposes to develop models that produce both a prediction and an explanation.

Human intelligence scores are dropping across the US for the first time, research suggests, and experts warn technology could be to blame. IQ exams were first introduced in 1905, and throughout the century, there was a 30-point increase based on scores in logic, vocabulary, spatial reasoning and visual and mathematical problem-solving skills. The average IQ score in the US currently stands at 98 but varies by a gap of about eight points between states, with New Hampshire ranking first with an average IQ of 103.2. More research needs to be conducted to determine why IQ scores are falling across the country, but one expert speculated that a drop in reading and an increase in media entertainment, like YouTube, is at fault. There are also concerns that phones degrade our memory and recall because there is less need to store information with Google at our finger tips.

Fox News correspondent Jonathan Serrie has the latest on the ultrasound and antibodies treatment developed by West Virginia University researchers on'America Reports.' With more people dying from Alzheimer's disease than ever before, experts are emphasizing the importance of early diagnosis and intervention. The number of fatalities due to the disease increased by 141% between 2000 and 2021, according to the 2024 Alzheimer's Disease Facts and Figures report. Also, the number of Americans living with the disease is on the rise as well -- up to 6.9 million and counting. "As older adults -- mostly baby boomers born between 1946 and 1964 -- are the fastest-growing segment of the population, and this same demographic is at the highest risk for Alzheimer's disease and related dementias, it is not entirely surprising that the number of cases continues to grow," Dr. James Galvin, chief of cognitive neurology and director of the Comprehensive Center for Brain Health at The University of Miami Health System, told Fox News Digital.

What constitutes human creativity, and is it possible for computers to exhibit genuine creativity? We argue that achieving human-level intelligence in computers, or so-called Artificial General Intelligence, necessitates attaining also human-level creativity. We contribute to this discussion by developing a statistical representation of human creativity, incorporating prior insights from stochastic theory, psychology, philosophy, neuroscience, and chaos theory. This highlights the stochastic nature of the human creative process, which includes both a bias guided, random proposal step, and an evaluation step depending on a flexible or transformable bias structure. The acquired representation of human creativity is subsequently used to assess the creativity levels of various contemporary AI systems. Our analysis includes modern AI algorithms such as reinforcement learning, diffusion models, and large language models, addressing to what extent they measure up to human level creativity. We conclude that these technologies currently lack the capability for autonomous creative action at a human level.

The impact of artificial intelligence on the creative industries is a subject that has prompted widespread anxiety about job losses and the death of imagination, and the world of fashion is no exception. But this month's London fashion week, marking the event's 40th anniversary, will showcase a host of AI-generated outfits and industry insiders have expressed a growing optimism about what the technology can do for the sector – from improving diversity to shortening the path from design desk to shop floor. The head of London College of Fashion's Innovation Agency, Matthew Drinkwater, believes AI will prove a "hugely beneficial tool" for creative processes and for the industry as a whole. "It has opened the door to non-traditional pathways into the fashion industry for people who couldn't get into it before because, let's face it, the industry can have a perception of feeling quite elitist and quite exclusive, and an expensive industry to get into. "But these tools are allowing people from very different backgrounds to begin to have a foothold in the industry.

As we transition from the mobile internet to the 'Cognitive Internet,' a significant shift occurs in how we engage with technology and intelligence. We contend that the Cognitive Internet goes beyond the Cognitive Internet of Things (Cognitive IoT), enabling connected objects to independently acquire knowledge and understanding. Unlike the Mobile Internet and Cognitive IoT, the Cognitive Internet integrates collaborative intelligence throughout the network, blending the cognitive IoT realm with system-wide collaboration and human intelligence. This integrated intelligence facilitates interactions between devices, services, entities, and individuals across diverse domains while preserving decision-making autonomy and accommodating various identities. The paper delves into the foundational elements, distinct characteristics, benefits, and industrial impact of the 'Cognitive Internet' paradigm. It highlights the importance of adaptable AI infrastructures and hybrid edge cloud (HEC) platforms in enabling this shift. This evolution brings forth cognitive services, a Knowledge as a Service (KaaS) economy, enhanced decision-making autonomy, sustainable digital progress, advancements in data management, processing techniques, and a stronger emphasis on privacy. In essence, this paper serves as a crucial resource for understanding and leveraging the transformative potential of HEC for Cognitive Internet. Supported by case studies, forward-looking perspectives, and real-world applications, it provides comprehensive insights into this emerging paradigm.

This week, host Isaac Butler talks to Anthony Davis, a Pulitzer Prize winning opera composer whose work includes the 1986 opera X: The Life and Times of Malcolm X, which was recently revived and produced for the Metropolitan Opera. In the interview, Anthony discusses the inspiration for X and the many genres he drew from to compose its music. He also talks about how to craft a story using music and why it's important to him to make political art. After the interview, Isaac and co-host June Thomas discuss creative career pivots and the act of finding inspiration from eavesdropping. Send your questions about creativity and any other feedback to working@slate.com or give us a call at (304) 933-9675.