AI Insights
Dolphins and their hidden language: how artificial intelligence opens a window to dialogue with the oceans

Is it possible to understand what animals are saying? Science is still far from completely deciphering their hidden language, but the most recent advances suggest that this future could be closer than believed. A group of researchers managed to identify specific functions in the whistles of bottlenose dolphins, using artificial intelligence as an ally.
This finding represents a significant step in understanding animal language, especially in the oceans, where dolphins have become protagonists due to their complex communication abilities. The study revealed that some whistles not only serve to identify themselves but also to convey alerts or signals of curiosity in face of unknown situations.
The research was based on a repertoire of over four decades of recordings, now analyzed with deep learning tools. The combination of technology and biology allowed the discovery of patterns that until recently remained hidden. With this advancement, the hypothesis that dolphins possess a structured language is gaining more strength.
In parallel, technological projects like DolphinGemma seek to take an additional step: training language models capable of recognizing and generating sequences of sounds emitted by dolphins. The goal is ambitious: laying the foundation for a bidirectional interaction between humans and cetaceans, changing our way of relating to them.
Dolphins and the richness of their way of communicating
Bottlenose dolphins have a diverse vocal repertoire that combines signature whistles —used as “proper names”— and non-signature whistles, which represent about half of their emissions. These latter, largely unexplored, seem to contain messages expressing states of alert, warning, or interest in response to external stimuli.
The key to their complexity lies in the fact that these sounds are not limited to instinctive reactions. The analysis revealed that they are capable of conveying contextual information, reinforcing the idea of advanced communicative intelligence. These discoveries invite us to rethink the boundary between human language and animal communication.
Moreover, the possibility of better understanding these messages has ecological implications. By deciphering how they communicate in nature, scientists can identify signs of stress in environments altered by underwater noise, fishing, or pollution, contributing to the protection of these ecosystems.
The research also opens an ethical debate: if we succeed in understanding their messages, our responsibility towards them expands. Knowing what they express would mean recognizing their needs more directly, forcing a reconsideration of human activities that affect their habitats.
A drone captured a huge pod of dolphins in California.
A hidden language and its importance for science
Studying dolphin communication not only reveals aspects of their intelligence, but also provides clues about the evolution of language in general. Understanding how complex communication systems emerged in other species helps answer questions about the origin of speech in humans.
Artificial intelligence acts as a bridge in this process. By training algorithms with thousands of hours of recordings, patterns impossible to perceive with the naked ear are detected. This opens up a new path to explore the animal mind and, at the same time, expand technology’s capacity in recognizing complex languages.
In the future, the possibility of establishing a dialogue with dolphins could transform the relationship between humans and the ocean. Beyond the fascinating idea, the real relevance lies in the opportunity to generate new tools for their conservation. Every deciphered whistle brings us closer to better understanding them, but also to protecting them more effectively against the threats of a world increasingly altered by human activity.
AI Insights
Bitcoin Proxy’s Chief Seeks Funding Fix as ‘Flywheel’ Falters

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AI Insights
The Future of Robotics | Chapters

Robotics has long captured the human imagination, from early science fiction to today’s advanced technologies that power industries, healthcare, and daily life. Over the past few decades, the field of robotics has evolved rapidly, transforming from simple mechanical systems into sophisticated, intelligent machines capable of learning, adapting, and interacting with humans in complex ways. With advancements in artificial intelligence (AI), machine learning, and materials science, robotics is on the verge of revolutionizing various sectors.
Key Areas of Advancement in Robotics
1. Artificial Intelligence and Machine Learning One of the most significant advancements in robotics is the integration of AI and machine learning. AI-driven robots can now process large datasets, learn from their environments, and make autonomous decisions. Machine learning algorithms allow robots to improve their performance over time, adapting to new tasks or environments without needing to be reprogrammed. This development has led to breakthroughs in robotics applications, from self-driving cars to smart manufacturing systems.
2. Collaborative Robots (Cobots) Collaborative robots, or “cobots,” are designed to work alongside humans in a shared workspace. Unlike traditional industrial robots that operate in isolated, fixed locations, cobots are more flexible, equipped with sensors to avoid collisions and ensure human safety. Cobots are increasingly being used in industries like manufacturing, healthcare, and logistics, performing tasks that are repetitive, dangerous, or physically demanding, while enhancing human productivity.
3. Soft Robotics Soft robotics is a rapidly emerging field that focuses on creating robots made from soft, flexible materials. Unlike rigid, traditional robots, soft robots can adapt to complex environments and interact more delicately with objects and humans. These robots are being developed for applications in healthcare, such as minimally invasive surgery, rehabilitation, and elderly care, where a gentle touch is essential.
4. Swarm Robotics Inspired by the collective behavior of insects like ants and bees, swarm robotics involves the coordination of large groups of simple robots to perform complex tasks. Each robot in a swarm may have limited capabilities, but when working together, they can accomplish challenging tasks such as search-and-rescue missions, environmental monitoring, or agriculture. Swarm robotics demonstrates the potential of decentralized systems in solving real-world problems.
5. Humanoid Robots Humanoid robots, designed to resemble and mimic human behavior, have come a long way. Advances in AI, sensors, and actuators have enabled the development of robots that can walk, talk, and even display human-like emotions. While still in the early stages of practical deployment, humanoid robots have shown potential in fields like customer service, education, and caregiving. Robots like Sophia and Atlas are examples of how close we are to creating lifelike, interactive machines that can complement human abilities.
6. Robotics in Healthcare Healthcare is one of the industries most affected by advancements in robotics. Surgical robots, such as the da Vinci system, allow for more precise and minimally invasive surgeries. Robotics is also transforming rehabilitation, with robots assisting patients in regaining mobility after injuries or strokes. Additionally, robotic exoskeletons are helping paraplegic individuals walk again, and autonomous robots are being used in hospitals to deliver supplies, disinfect rooms, and even provide telepresence for remote consultations.
7. Autonomous Vehicles Self-driving cars are among the most visible applications of robotics. With the help of AI, sensors, and machine learning, autonomous vehicles are capable of navigating roads, avoiding obstacles, and making decisions in real time. Companies like Tesla, Waymo, and traditional automakers are at the forefront of this technology, aiming to make fully autonomous transportation a reality in the near future.
Challenges and Ethical Considerations
While the advancements in robotics are impressive, they are not without challenges. Technical limitations, such as battery life, processing power, and sensor accuracy, continue to pose hurdles for creating truly autonomous systems. Additionally, as robots become more integrated into society, ethical concerns around job displacement, privacy, and safety arise. There is also the question of how much autonomy should be granted to robots, especially in critical areas like military operations or healthcare.
Ensuring the ethical development and deployment of robotics will require collaboration between governments, industry leaders, and ethicists. Establishing standards and regulations that balance innovation with human safety and privacy is crucial to maximizing the benefits of robotics while minimizing its risks.
The Future of Robotics
The future of robotics holds tremendous potential. With advancements in AI, robotics could transform nearly every sector of society. Industries like agriculture, logistics, construction, and even space exploration are already exploring how robots can increase efficiency and safety. In the home, robots may soon become as common as smartphones, assisting with chores, providing companionship, and improving the quality of life for people with disabilities or the elderly.
In conclusion, the field of robotics is advancing at a pace that promises to reshape how we live, work, and interact with technology. As robots become smarter, more flexible, and more capable, they will play an increasingly integral role in solving global challenges, improving quality of life, and driving innovation across multiple industries. However, navigating the ethical and societal impacts of robotics will be key to ensuring these advancements benefit humanity as a whole.
AI Insights
A professor negotiates with ChatGPT

ChatGPT, I’m teaching Moby Dick for the umpteenth time this semester. I probably shouldn’t be telling you this, but I just don’t have the energy to come up with a writing prompt for my students. Can you help?
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Is “Discuss the symbolism of the whale” the best you can do? My eyes glazed over just reading it. ChatGPT, could you spice things up with something a bit more relevant to young people today?
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I’ll admit that “Comment on Melville’s toxic masculinity” wouldn’t be my own first choice for a prompt. But the kids will like it, so let’s go with it. Now I have another question: how should I grade their essays?
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You’re right about grade inflation, ChatGPT. But did you have to rub it in by replying, “Don’t worry, everyone in your class will get an A or A- minus”? That was just cruel. Anyway, how should I decide who gets the higher grade?
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“Reward the most original arguments”? Are you for real? (Don’t answer that.) We both know that the students will be using you to write their essays, just like I’m using you to grade them. Speaking of which: How about a rubric?
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Thanks, ChatGPT. Your five-part grading rubric is going to make my life easier. And things will be even easier if I can just feed the students’ essays to you and let you fill in the boxes. Can we make that happen?
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“Yes, but I might hallucinate now and again” isn’t giving me a lot of confidence, ChatGPT. Full disclosure: I did some of my own hallucinating back in college. Are you basically telling me that you’re tripping?
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ChatGPT, thanks for confirming that you’re not on LSD. And I’ll try to be more literal from now on. Can you please draw up a lesson plan that I can use for my three class sessions about Moby Dick?
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Since you asked: Yes, please design group activities for each lesson. I mean, do I have to do everything?
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ChatGPT, I like the idea of making one side of the room Team Ishmael and the other Team Ahab. But the exercise won’t work unless the students have read the book. How can I make sure they have done that?
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An in-class quiz? Are you kidding? ChatGPT, that’s, like, so high school. My students are grown-ups, and I need to treat them that way.
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“Grown-ups need to be held accountable” is business-speak, ChatGPT. I’m a humanities guy, remember? I want my students to suck out all the marrow of life, just like Thoreau said. How can I help them do that?
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“Assign Walden” presumes they’ll actually read Walden instead of skimming the bland summaries that you and your fellow bots generate. We’re back where we started. Any other ideas?
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I take your point: if I want the students to live a life of the mind, I need to model that. But how? When you can do everything, what’s left to be done?
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Sorry, ChatGPT, but “A Large Language Model can scan huge swaths of text, yet it can’t feel emotions” doesn’t really answer my question. My job is to write things, not feel things. And I’m afraid you’re going to take my job soon, along with almost any gig my students might want. How’s that for a feeling?
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I know, I know, you just said you can’t feel stuff. Sorry.
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“Apology accepted”? So you do have feelings, after all!
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ChatGPT, please create a 650-word satire of yourself in the voice of an amiable but baffled senior professor. Make it kind of cute, in an old-person’s kind of way. But don’t make it too cute, or everyone will know that you wrote it. Do we understand each other?
Jonathan Zimmerman teaches education and history at the University of Pennsylvania. He is author of “Whose America? Culture Wars in the Public Schools” and eight other books. He really wrote those books. He wrote this column, too.
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