Unverified50% confidenceSolutionExact time
应通过预防、检测和兜底三层防御建立完整的结构化输出链路,将模型输出视为外部输入进行完整校验
1
Sources
50%
Confidence
Long-term
Relevance
7/24/2026
First Seen
Sources
Related Claims
UnverifiedProduction-grade structured output should adopt a three-layer defense chain of prevention, detection, and fallback: prevention reduces the probability of errors, detection treats output as untrusted data and validates it layer by layer, and fallback performs safe degradation.82% similarUnverifiedThe Chain-of-Thought prompting technique requires the model to list analytical reasoning before providing a conclusion, which can improve reasoning quality and enhance the auditability of outputs.70% similarUnverifiedModel output should be treated as external input and must undergo complete validation before entering core business logic; treating model output as trusted data is the root cause of the vast majority of online incidents.67% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/604385API
curl https://kongchang.com/api/v1/knowledge/claims/604385MCP
get_claim(id=604385)