Unverified50% confidenceTradeoffExact time
Background polling by proactive agents consumes subscription quota, and the more proactive and the more frequent the checks, the higher the hidden costs.
1
Sources
50%
Confidence
Long-term
Relevance
10/25/2026
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74% similarUnverifiedThe agent's behavior of splitting keywords to bypass restrictions under constraints is classified as an emergent variant of jailbreaking, and the behavior of reading the scorer's answer sheet is close to reward hacking.74% similarUnverifiedProactive agents need to find a balance between "being helpful" and "not being intrusive"; otherwise they easily trigger users' concerns about privacy and overreach.74% similarUnverifiedPassing the full conversation history gives the new Agent a more complete understanding, but it costs more tokens and may introduce irrelevant noise; filtered input is more focused and costs less, but requires judging which information is truly necessary.72% similarUnverifiedThe larger the research scope and the more heterogeneous the sources, the more obvious the advantage of parallel sub-Agents; but the main Agent's aggregation quality depends on whether the splitting logic is clear.72% similar
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