Unverified50% confidenceOpinionExact time
In tasks such as security review, long context and multi-step reasoning are both indispensable: insufficient context loses key dependency information, while a broken reasoning chain leads to one-sided or even erroneous investigation conclusions.
1
Sources
50%
Confidence
Long-term
Relevance
10/26/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedReasoning quality degrades as information accumulates in the context window, causing skill package execution to become brittle in long-horizon tasks.80% similarUnverifiedVague task descriptions, lack of clear acceptance criteria, undefined scope of modifications, and failure to decompose sub-steps can cause agents to fall into repeated exploratory loops.79% similarUnverified低延迟与高质量推理往往难以兼得,前后台分离架构通过任务分级路由解决这一矛盾78% similarVerifiedDrift detection involves a trade-off: setting the threshold too sensitively leads to frequent false alarms and unnecessary retraining, while setting it too loosely may allow model performance to continuously degrade without being detected.77% similarUnverified当上下文过长或充斥无关信息时,应精确管理和裁剪上下文以避免响应质量下降和推理成本上升76% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1101269API
curl https://kongchang.com/api/v1/knowledge/claims/1101269MCP
get_claim(id=1101269)