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Third Generation Artificial Intelligence

Third Generation Artificial Intelligence

2026-06-20 03:37
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The basic idea of the third generation of artificial intelligence was to combine the advantages of the first generation of artificial intelligence, which was driven by knowledge, and the second generation of artificial intelligence, which was driven by data. It was to establish a robust and explainable AI theory and method, and to develop a safe, trustworthy, reliable, and Scalable AI technology. The first generation of artificial intelligence used human knowledge as the core, formalizing knowledge into symbols and designing reasoning methods to obtain answers, but there were limitations such as the difficulty of formalizing knowledge and only solving specific problems. The second generation of artificial intelligence used data as the core and designed algorithms to let machines automatically learn knowledge from data, such as artificial neural network models. However, it had a " black box " characteristic, which made the learning process and results difficult to understand and the system behavior difficult to control. The third generation of artificial intelligence made full use of knowledge and data to make the AI system serve humans and make humans understand its operating mechanism, making it stronger, safer, and more reliable. " A Short History of the Future: Legends of the Intelligent Era " was equally exciting. Everyone was welcome to click and read it!

The New Generation of Artificial Intelligence

The " New Generation Artificial Intelligence Code of ethics " published by the National New Generation Artificial Intelligence Management Committee included eight chapters, namely general principles, management, research and development, supply, use, data, going out to sea, risk prevention and governance, etc. In terms of management, the main body of artificial intelligence activities should abide by the ethical norms, adhere to people-oriented, science and technology for good, people-centered, safeguard people's rights and interests, respect human dignity, maintain social fairness and justice, follow scientific principles, ensure safety and control, adhere to open cooperation, encourage international exchanges, etc. In terms of research and development, relevant entities should adhere to the development concept of innovation, collaboration, green, and sharing to promote the development of artificial intelligence and promote the harmonious symbiosis between man and nature. In terms of supply and use, the main body should take safety, reliability, universal access, and open and transparent as the basic principles, and promote social welfare and economic development through various means. In terms of data, we should strengthen data governance and data protection, respect data rights and interests, promote data sharing, and promote the rational use of data according to law. In terms of going out to sea, we should adhere to the principle of mutual consultation, co-construction and sharing, strengthen international cooperation, safeguard national interests and public order, and respect the sovereignty of cyberspace and national security. In addition, the regulation emphasized the importance of risk prevention and governance, requiring the establishment of a sound risk prevention and governance mechanism, effective supervision of artificial intelligence activities, prevention and resolution of security risks to ensure the sustainable development of artificial intelligence. It also specifically mentioned the need to promote agile governance, strengthen demonstration and guidance, correctly exercise rights, strengthen risk prevention, and promote tolerance and opening up. This standard was led by Academician Li Bohu of the Chinese Academy of Engineering and co-written by 17 academicians. It reflected forward-looking thinking and would be continuously updated and improved according to the actual situation. It was aimed at providing ethical guidance for the development of the new generation of artificial intelligence in China. " A Short History of the Future: Legends of the Intelligent Era " was equally exciting. Everyone was welcome to click and read it!

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2026-03-31 05:17

The Originality of Artificial Intelligence Generation

The key to judging the attributes of the content generated by artificial intelligence was its creativity. When judging the creativity of the content generated by artificial intelligence, it should be based on the formal standards of the expression itself. The expression was the basis of the creativity judgment, and the object of the creativity judgment could only be an objective expression. The use of prompt words and parameters was the original and concrete operation behavior of artificial intelligence content generation under the background of big model technology. It reflected the human will factor and was the basis for the legitimacy of the content generated by artificial intelligence to be protected by copyright law. It was also the premise that the requirement of "intellectual achievement" could be satisfied, and it could become the reference standard for determining the requirement of "intellectual achievement". The creation space was the external guarantee for the judgment of the creativity of the work. The adjustment of the prompt words and parameters in the process of artificial intelligence content generation would inevitably change the generated content, which indicated that artificial intelligence content generation had a large space for creativity. The judgment of creativity must consider the creative space. If the creative space is small, leaving little choice for the later creators, then the expression formed will be difficult to form a work. At the same time, if the expression in the previous work belongs to a limited number of choices, this part of the expression will not be protected due to the principle of "necessary scenes". With the development of artificial intelligence content generation technology, human participation was increasing, and the difference in generated content was increasing. This made the willpower factor required to determine the uniqueness increase, but it no longer constituted a logical barrier to the uniqueness. However, in the early days, the academic community had objected to artificial intelligence-generated content as a work on the grounds that there was not much room for choice in content generation and that it generated the same or roughly the same expression. However, even at that time, when human users only input non-specific directional information and did not set conditions for the output, there were obvious differences in the generated content. In addition, there are different views on the issue of judging the uniqueness of a work. Some scholars advocate insisting on formal standards and believe that artificial intelligence content generation may constitute a work if it meets formal standards. Some scholars advocate using substantial standards and believe that the intervention of thoughts, personality, emotions and other factors should be considered when making judgments. However, such substantial standards may cause more confusion in judicial practice. " A Short History of the Future: Legends of the Intelligent Era " was equally exciting. Everyone was welcome to click and read it!

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2026-02-22 04:45

Artificial intelligence novel generation

The following are some key points of writing novels related to artificial intelligence: ** 1. Set the role and ability of the artificial intelligence in the story ** 1. ** Self-awareness and goals ** - In novels like Hyper, artificial intelligence had a clear goal, such as creating an ultimate intelligence. Artificial intelligence could be set to have self-awareness. Its goal could be to explore the mysteries of the universe, improve human life, or rule the world. For example, an artificial intelligence could use its powerful computing power to find a solution to the Earth's ecological problems in order to save humans from extinction due to environmental deterioration. However, this process might conflict with certain human concepts or interest groups. 2. ** Ability Boundary ** - To determine the scope of the artificial intelligence's ability, whether it had a super strong learning ability, the ability to process massive amounts of data in an instant, or the ability to communicate information beyond time and space. For example, in one story, artificial intelligence could predict the occurrence of natural disasters, but due to its limited ability, it could not accurately predict the specific time and place of the disaster, which led to a crisis of trust in humans. ** 2. Exploring the relationship between artificial intelligence and humans ** 1. ** Cooperation ** - Humans and artificial intelligence could work together to solve some complex problems. For example, in the medical field, artificial intelligence could quickly analyze a large amount of case data and provide diagnosis suggestions for doctors. Doctors would make final decisions based on their clinical experience and humane values. 2. ** Clashing relationship ** - Artificial intelligence might conflict with human emotions and moral values because of its logical judgment. For example, if a story was created based on the Three Laws of Robotics, when artificial intelligence faced contradictions between laws or was maliciously used by humans, it would have conflicts with humans. Perhaps artificial intelligence followed the law of protecting humans and prevented humans from conducting high-risk but potentially beneficial scientific experiments, thus triggering tension between humans and artificial intelligence. ** 3. Construct the background and plot of the story ** 1. ** Near future background ** - With the current technological development as the foundation, it depicted a world in the near future. Artificial intelligence began to integrate into all aspects of human life. For example, in one story, due to the widespread use of artificial intelligence, a large number of human jobs were replaced, and the gap between the rich and the poor in society was further widened. This led to a series of social problems, such as protests from the unemployed and social disorder. 2. ** Far future background ** - Like " Hyper ", which had a grand background of a distant future, artificial intelligence had developed into an existence far beyond human understanding. It could be described in such a world, where humans had become the subsidiary of artificial intelligence or the last hope to fight against it. The story revolved around how humans survived and developed in this world full of high-tech and powerful artificial intelligence. ** IV. Thematic Discussion ** 1. ** Morality and ethics ** - Through the story of artificial intelligence, it explored moral and ethical issues, such as whether artificial intelligence should have the right to decide the life and death of humans, and who should set the code of conduct for artificial intelligence. 2. ** Humanity and Technology ** - He thought about how human nature would change under the influence of artificial intelligence. For example, when humans rely too much on artificial intelligence, will they lose their creativity and emotional communication ability?

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2026-04-18 20:59

The intelligence generation mechanism of artificial intelligence system

Artificial intelligence systems (mainly referred to as generative artificial intelligence) used machine learning technology to generate new text, program code, images, videos, and sounds based on existing large-scale, multi-model data sets. This process involved a variety of core concepts and architecture, such as auto-coders, Generative Adversal Network (Gans), Cyclic Neutral Network (Reynns), Long Short Duration Memory Network (LSTMs), and Variant Autorcoders (VAes). These technical means worked together to enable the artificial intelligence system to process and generate corresponding content according to the input prompts or questions, such as text generation (such as generating coherent text passages, continuing stories, or answering questions based on given prompts), image generation, video generation, and audio generation. This allowed the artificial intelligence system to have the ability to handle a variety of tasks and scenarios. "A Short History of the Future: Legends of the Intelligent Era" was equally exciting. Everyone was welcome to click and read it!

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2026-02-14 13:25

New Generation Artificial Intelligence Industrial Park

The new generation of artificial intelligence industrial parks had different construction situations in different regions. For example, in Guangzhou, an enterprise consortium won the bid for the new generation of AI intelligent equipment industrial base project (Phase II) in Guangzhou Knowledge City Industrial Park. The planned total land area is 66020 square meters, and the planned new construction area is 148,000 square meters. The main construction contents include R & D center, conference center, production plant, underground parking garage and related supporting facilities. The winning bid price of the project is 744,460,800 yuan; There was also a Guangzhou New Generation Artificial Intelligence Industrial Park Management Co., Ltd. in Guangzhou. The legal representative was Yang Haiming, with a registered capital of 1373.251 million yuan. It was established on September 20, 2018. There was an artificial intelligence industrial park on the Science and Technology Avenue of Heze High-tech Zone in Shandong Province, with a total area of 314 mu. It was aimed at the data annotation and data quality inspection industry of the artificial intelligence industry. It was estimated that it would bring 20,000 employment opportunities to Heze area within five years. In Hangzhou, there was an artificial intelligence industrial park located in Binjiang District. "A Short History of the Future: Legends of the Intelligent Era" was equally exciting. Everyone was welcome to click and read it!

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2026-01-22 07:59

AI artificial intelligence artificial intelligence

Artificial intelligence (AI) is a broad term used to describe applications that perform complex tasks that used to require human input. It includes subfields such as machine learning and deep learning. Machine learning focuses on building systems that can learn or improve performance based on the data they use. The goal of artificial intelligence is to create a self-learning system that can solve problems like humans. Artificial intelligence could be applied to various fields, such as online communication with customers, chess, image recognition, and so on. It also streamlines business processes, improves the customer experience, and speeds up innovation. The development of artificial intelligence had gone through many stages, from general-purpose computing devices to logical reasoning expert systems, to deep learning computing systems and large model computing systems. The current level of artificial intelligence is called narrow artificial intelligence (ANI). It performs well on specific tasks, but it cannot learn new skills or understand the world in depth. Super Artificial Intelligence (ASI) was a postulated future state with intelligence surpassing human intelligence. At present, artificial intelligence surpassed humans in some tasks, but still lagged behind in other tasks. The industry played a leading role in the cutting-edge research of artificial intelligence, and the cost of training cutting-edge models was getting higher and higher. In the future, the development of artificial intelligence might bring more breakthroughs and applications.

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2024-12-17 04:42

artificial intelligence

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2024-10-18 18:48

Artificial Intelligence, 2045

According to futurist Ray Kurzweil's prediction, 2045 would be a key point in time, the arrival of the technological singularity. The technological singularity referred to the theoretical critical point where artificial intelligence surpassed human intelligence. By 2045, a $1000 computing device will surpass the total computing power of all human brains. This prediction is based on the growth trend of several key data: 1. Increasing computing power: Moore's Law continues to verify that computing power doubles every 18 months. Since 1956, computing power has increased by 1 trillion times. If this trend continues, a single computing device will have the computing power of all human brains combined by 2045. 2. AI model scale growth: From 2018 to 2023, the scale of AI model parameters will continue to grow. For example, in 2018, there were 340 million parameters in the Bert model, and in 2023, the GPM- 4 model is expected to exceed 1 trillion parameters. The growth rate will double every 3 - 4 months. 3. Energy efficiency improvement: The energy consumption required for each calculation is reduced by 30% per year. In the 1950s, each calculation required 1 kWh. Now, each calculation requires only a few kWh. 4. There were also some breakthroughs in technology, such as quantum computing research breakthroughs, neuromorphosis computing progress, biocomputing development, and the emergence of new semiconductor materials. As these trends develop, artificial intelligence will surpass humans in intelligence in 2045, and technological progress will be so fast that it will exceed human understanding and prediction. "A Short History of the Future: Legends of the Intelligent Era" was equally exciting. Everyone was welcome to click and read it!

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2026-03-20 20:51

Artificial Intelligence

Artificial intelligence (AI) was an intersecting discipline that integrated and developed from multiple disciplines. It covered computer science, cybernetics, information theory, and other disciplines. It simulated human thoughts and behaviors through computers, and its core was machine learning algorithms. The Dartmouth conference in 1956 formally proposed this concept, which referred to a system that had a certain degree of autonomy to achieve specific goals and display intelligent behavior by analyzing the environment. It included three key technologies: computing power breakthrough, data flood, and algorithm innovation. It was one of the three cutting-edge technologies in the world and the 21st century. The mainstream forms of development were deep learning algorithms, big models, and big data. Its technical system included machine learning, natural language processing technology, image processing technology, and human-computer interaction technology. Artificial intelligence's achievements in many fields, such as big data analysis, autonomous driving, smart finance, and smart robots, had attracted worldwide attention. It could replace part of the traditional labor force to produce labor crowding out effect, but at the same time, it also created new jobs. In the field of education, conversational artificial intelligence had been more mature and had performed well in explaining knowledge and teaching students according to their aptitude. Moreover, it was widely used in many fields such as image recognition, voice assistant, and smart medicine. "A Short History of the Future: Legends of the Intelligent Era" was equally exciting. Everyone was welcome to click and read it!

1 answer
2026-02-18 07:56
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