Unverified50% confidenceOpinionExact time
Because AI models are fundamentally text processors, they cannot automatically distinguish the boundary between data and instructions, so content-level inspection must be handled by an independent, rule-driven inspection layer.
1
Sources
50%
Confidence
Long-term
Relevance
9/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedText2Test 选择将 AI 限制在生成阶段,本质上是用 AI 当编译器而非运行时解释器79% similarVerifiedWhen AI generates code related to configuration, authentication, or deployment, developers must manually review it line by line to ensure there are no hardcoded keys.77% similarUnverifiedAI code analysis is an auxiliary judgment tool and cannot fully replace manual review.76% similarUnverifiedSemantic-layer assertions require deep understanding of business rules and represent the current ceiling that AI-generated test cases struggle most to break through, which is also the fundamental reason why AI review cannot fully replace human review.76% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/926627API
curl https://kongchang.com/api/v1/knowledge/claims/926627MCP
get_claim(id=926627)