Unverified50% confidenceFactExact time
In software engineering, when the generator and the reviewer are the same entity using the same context and reasoning path, review tends to confirm rather than question.
1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe model that generates code and the mechanism that verifies code must be independent of each other (separation of concerns) to avoid verification results being contaminated by the anchoring effect of the generation process.70% similarUnverifiedThere is a trade-off between efficiency gains and human review, and most developers still prefer to retain a human confirmation step before critical operations.70% similarUnverifiedDeterministic verification refers to a checking method that always gives the same judgment result for the same input, not relying on probability, model weights, or context, and therefore can be audited, reproduced, and formally reasoned about.69% similarUnverifiedIndependent verification means that the reviewing party and the generating party belong to different systems, models, or toolchains, and follow a set of criteria that are determined in advance and can be applied repeatably.69% similarUnverified确认偏误（Confirmation Bias）指生成者在审查自身输出时往往以证明其正确的视角进行检验，是人类和AI系统共同面临的认知局限68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1059594API
curl https://kongchang.com/api/v1/knowledge/claims/1059594MCP
get_claim(id=1059594)