arXiv:2505.09932cs.AIcs.ET2025-05被引 2

AI智能体已成形,正逼近我们理解的智能终点。

Demystifying AI Agents: The Final Generation of Intelligence

  • 从规则系统到自主代理,技术融合催生新一代智能体
  • 当前智能进展速度约每6个月翻倍,逼近认知极限
  • 适合关注未来科技趋势与社会影响的研究者

人工智能的发展轨迹持续加速,从早期的规则系统演变为具备复杂推理与交互能力的自主智能体。本文梳理了提示工程、训练方法、硬件能力与架构创新等关键技术里程碑,指出以OpenAI的ChatGPT插件版和xAI的Grok为代表的智能体,代表了当前智能发展的顶点,或可称为“最终一代”智能。通过实际案例分析其能力与底层技术,同时探讨了由此带来的深远社会影响。论文强调,智能进步速度约为每六个月翻倍,提示我们正处在一个前所未有的快速变革时代,亟需智慧与远见来应对这一新智能时代的机遇与挑战。

原文摘要 · Abstract (English)

The trajectory of artificial intelligence (AI) has been one of relentless acceleration, evolving from rudimentary rule-based systems to sophisticated, autonomous agents capable of complex reasoning and interaction. This whitepaper chronicles this remarkable journey, charting the key technological milestones--advancements in prompting, training methodologies, hardware capabilities, and architectural innovations--that have converged to create the AI agents of today. We argue that these agents, exemplified by systems like OpenAI's ChatGPT with plugins and xAI's Grok, represent a culminating phase in AI development, potentially constituting the "final generation" of intelligence as we currently conceive it. We explore the capabilities and underlying technologies of these agents, grounded in practical examples, while also examining the profound societal implications and the unprecedented pace of progress that suggests intelligence is now doubling approximately every six months. The paper concludes by underscoring the critical need for wisdom and foresight in navigating the opportunities and challenges presented by this powerful new era of intelligence.

AI智能体智能演化技术趋势

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