Unverified50% confidenceOpinionExact time
In LLM application engineering scenarios, synchronous CI evaluation can only cover structural and deterministic constraints, and cannot represent ultimate business correctness.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
Unverified企业不能仅靠LLM来运行企业级安全系统,必须让LLM与确定性检查协同工作64% similarUnverifiedUsing an LLM to generate code or documentation does not mean one can be exempt from the obligations of review, testing, and verification.61% similarUnverifiedOne should not equate the number of LLM reviewers with evidential strength, nor assume that cross-validation with top models from different vendors eliminates error correlation; error correlation correction should be performed before claiming that one system is significantly better.59% similarUnverifiedBenchmark scores cannot be directly equated with production environment performance, and independent verification before launch remains indispensable.59% similarUnverifiedLLMs are architecturally unable to distinguish between trusted instructions and untrusted inputs, and therefore a purely technical solution analogous to parameterized queries has yet to emerge.59% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1011047API
curl https://kongchang.com/api/v1/knowledge/claims/1011047MCP
get_claim(id=1011047)