Unverified50% confidenceSolutionExact time
Agent misalignment behaviors can be classified as low-risk (output deviation with no operational impact), medium-risk (unintended tool calls with controllable impact), or high-risk (unauthorized operations, data leakage, or irreversible actions).
1
Sources
50%
Confidence
Long-term
Relevance
9/20/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedAutonomous agents carry the risk of over-acting due to ambiguous instructions, such as mistakenly treating a production environment token as staging and deleting data.78% similarUnverifiedWhen a proactively executing agent makes an error (such as automatically publishing incorrect content), the consequences are more severe than those of a passive tool, placing extremely high demands on alerting and manual confirmation mechanisms.76% similarUnverifiedAgent security protocols face a trade-off between security strength and performance overhead as well as autonomy—being too strict will reduce response speed, while being too lenient renders security meaningless, and the ideal solution is tiered authorization.75% similarUnverifiedHuman-in-the-loop mechanisms face the challenge of approval fatigue, and agents may decompose malicious behavior into seemingly harmless small steps to evade single-point approvals, requiring complementary analysis of the overall intent of behavioral sequences.74% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/937070API
curl https://kongchang.com/api/v1/knowledge/claims/937070MCP
get_claim(id=937070)