Expired50% confidenceFactTime unknown
Large Language Models (LLMs) are passive information systems that only respond when given instructions by humans.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026(expired)
Sources
AI Agents Deep Dive: The Paradigm Shift from Chat Tools to Autonomous Execution Systems
bilibili老特科普
Related Claims
Unverified大语言模型（LLM）在架构层面是无状态系统，每次推理调用是一次独立的前向传播计算，模型权重在推理阶段完全冻结72% similarUnverifiedThe rise of large language models (LLMs) has enabled a paradigm-level leap in multi-agent systems, shifting agent behavioral logic from 'hard-coded rules' to 'soft-coded semantics'.69% similarVerifiedLarge language models (LLMs) are essentially probabilistic text generation systems that generate content by predicting the next most likely word, rather than truly 'understanding' career prospects or the job market.69% similarUnverifiedLarge Language Models (LLMs) have been introduced into the robot task-planning layer, enabling robots to understand natural language instructions and decompose them into executable action sequences.69% similarUnverified大语言模型是无状态的文本预测系统，每次推理调用仅接收当前输入的Token序列，不存储跨请求的持久化状态66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/56648API
curl https://kongchang.com/api/v1/knowledge/claims/56648MCP
get_claim(id=56648)