Unverified50% confidenceCautionExact time
The output of LLMs is probabilistic, while the execution of business operations is deterministic; this fundamental contradiction requires establishing a clear isolation layer between agent autonomy and operational determinism.
1
Sources
50%
Confidence
Long-term
Relevance
9/9/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe security risk of AI agent architecture lies in the fact that LLM decision-making is probabilistic rather than deterministic, lacks an independent verification layer, and the LLM acts as both policy maker and execution initiator, violating the principle of separation of duties.74% similarUnverifiedThe capabilities of the LLM directly determine the lower bound of an Agent's capabilities.70% similarUnverifiedAgent的行为路径是概率性的，而非确定性的70% similarUnverified后端系统工程中的 CAP 定理权衡、数据一致性模型选择、高并发锁竞争优化等决策，目前 LLM 在缺乏业务上下文时仍难以给出可直接落地的方案67% similarUnverifiedThe root cause of LLM application issues is often not code logic errors, but soft factors such as prompt wording, context management, and retrieval strategies, which are difficult to automatically fix with deterministic rules and require agents with semantic understanding capabilities to close the loop.66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/880346API
curl https://kongchang.com/api/v1/knowledge/claims/880346MCP
get_claim(id=880346)