Yesterday morning, 2025 Information.. The Outer Beach CongressThe official opening of Huangpo Park in Shanghai. Wang Kin, Richard Sutton, and Yuwal Helari, all togetherAIThe new order has been created to understand it from different perspectives。
"The Age of Experience" and the remodeling of the learning paradigm
In 2024, Richard Sutton, the winner of the Turing Prize, the "father of enhanced learning", proposed that artificial intelligence is moving from a stage of reliance on human data to an "era of experience" with continuous learning at its core, and stressed that its potential will be far greater than ever。
SUTTON POINTED OUT THAT MOST OF THE CURRENT MACHINE LEARNING METHODS ARE SIMPLY TO SHIFT THE KNOWLEDGE AVAILABLE TO HUMANS TO A STATIC AI THAT LACKS THE CAPACITY TO LEARN AUTONOMOUSLY, AND THAT THE HUMAN DATA DIVIDEND IS NEARING ITS LIMIT。
Existing methods do not generate new knowledge and are not suitable for continuous learning, which is essential for the effectiveness of intelligence。
In his view, the future smarts should learn and optimise from experience by accessing the three types of signals of "observation, action, reward" in direct interaction with the world, which is also the core path of AlphaGo's "37th Hand" self-playing and AlphaProof's award to the International Mathematics Olympics。
He divides the history of the universe into "the era of particles" "the age of the stars" "the time of the clones" and "the age of the design" and believes that human beings are the catalysts and pioneers for the beginning of the "age of design". "Agent intelligence is the logical next step in the evolution of the universe, and we should embrace it with courage, pride and adventure. I'm sorry
The Crisis of Cooperation and Harmony
HARRALY OPENED AN ORDINARY MORNING IN 2025 WITH AN URBAN RUN, POINTING OUT THAT ARTIFICIAL INTELLIGENCE IS NOT ONLY AN AUTOMATED TOOL, BUT ALSO A "ACTOR" WHO CAN MAKE DECISIONS AND EVEN CREATE NEW IDEAS. "IN THE AI ERA, SPEED ALONE, NOT PROGRESS. I'M SORRY
In his view, progress should not be measured only at the pace of technological progress, but rather at the ability of humankind to build cooperation, trust and common ground. He said that every major technological change in history required a combination of institutions and habits, such as industrialization, which depended not only on steam engines, but also on mechanisms such as corporate law, trade unions, environmental regulations and social safety nets。
The special feature of artificial intelligence is that it touches the "central nervous system" of society, and the risk comes not from "a bad person presses a bad button" but from the intangible power to move from humans to invisible algorithms。
No system that truly reshapes human society should go online before governance. Speed and security can coexist, provided that we construct a self-corrected mechanism closed。
Hilali warned that the costs would be borne by the most vulnerable groups if the rapid development of artificial intelligence were to be promoted without learning to identify and correct system errors. He also stressed that human beings must preserve their memory and the ability to tell their own stories and cannot be entrusted entirely to non-human intelligence。
The competition between Open Source and Space Calculator
THE CHINESE ENGINEERING FACULTY, FORMER CTO, SHARED HIS THOUGHTS ABOUT OPEN SOURCES, OPEN RESOURCES AND AI ENTERING SPACE AROUND THE "OPEN" TOPICS OF ARTIFICIAL INTELLIGENCE. HE NOTED THAT 2025 WAS AN EXTRAORDINARY YEAR IN THE HISTORY OF ARTIFICIAL INTELLIGENCE, AND THAT "OPEN" HAD BECOME THE CORE VARIABLE THAT COULD NOT BE AVOIDED。
Today we are going through a very different revolutionary change from open code, open source, open source of resources。
IT IS ALSO A MATTER OF CONCERN THAT WANG JIAN ALSO REVEALED THE LATEST DEVELOPMENTS IN THE HEEJIANG LABORATORY IN THE SPACEIZATION OF AI. THIS YEAR, ON 14 MAY, FOR THE FIRST TIME, THEY LAUNCHED INTO SPACE A "TRIPLE CALCULATOR CONSTELLATION" OF 12 SATELLITES AND OPERATED IN ORBIT WITH A COMPLETE 8B AI MODEL FOR INTER-SATELLITE CONNECTIVITY AND IN-ORBIT DATA PROCESSING。
HE INDICATED THAT FUTURE PLANS WERE TO OPEN THE SATELLITE TO GLOBAL USERS AND TO EXPLORE THE POSSIBILITY OF PUTTING AI AND COMPUTING INTO SOLAR ORBIT TO MEET THE CHALLENGE OF DEEP SPACE DETECTION THAT COULD NOT TRANSFER DATA BACK TO THE GROUND IN REAL TIME. HE SAID, "THE HUMAN RACE ON ITS WAY TO MARS CAN'T GO WITHOUT COUNTING THE COMPANY AND AI. I'M SORRY