Unverified50% confidenceOpinionExact time
Faced with large volumes of changes produced by agents, the intent behind changes often needs to be inferred from prompts rather than the code itself, reducing the efficiency of traditional PR review mechanisms.
1
Sources
50%
Confidence
Long-term
Relevance
10/10/2026
First Seen
Sources
Related Entities
Related Claims
Unverified若需求描述存在歧义,Agent 自动发起的 PR 可能偏离预期,反而增加 Review 负担79% similarUnverifiedWhen the same model both writes and reviews code, it tends to be overly lenient toward its own output; therefore the critic and the fixer need to be played by different Agents in independent sessions.74% similarUnverifiedWhen input content involves sensitive topics or potentially non-compliant requests, the model proactively reduces its cooperativeness and adopts a more conservative response strategy.73% similarUnverifiedBehavioral tests edit reasoning text, which alters the entire context rather than replacing only internal activations, and this confounding factor causes them to overestimate faithfulness.72% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/994432API
curl https://kongchang.com/api/v1/knowledge/claims/994432MCP
get_claim(id=994432)