Unverified50% confidenceFactExact time
Chat interfaces lack state visibility, with all states piled up in a scrolling record, so users cannot intuitively judge what stage the task is currently at.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedChat context is not a reliable state store—it gets truncated, summarized, and reinterpreted, and cannot serve as a source of truth for long-term projects.71% similarVerifiedContext loss in online customer service often stems from improper token window management in multi-turn conversations; when conversation history exceeds the model's context window, the Agent will lose memory if there is no memory compression or summarization mechanism67% similarUnverifiedEvent-driven architecture cannot capture implicit behaviors (user hesitation, repeated reading, page lag) and cannot correlate the causal relationships behind multiple events.65% similarUnverifiedCurrent LLMs' memory is primarily limited by the context window, making it impossible to truly retain information across multiple independent conversations.65% similarUnverified大模型的记忆仅限于当前上下文窗口内的token序列，对话结束后所有中间状态消失62% similar
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