Unverified50% confidencePredictionExact time
Competition in long-horizon agents will ultimately come down to who can stably complete more complex tasks with fewer tokens.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedComplex agents require multiple rounds of model calls, and token consumption and response latency accumulate rapidly, making costs potentially unsustainable in high-frequency business scenarios.73% similarVerifiedThe core challenges of long-running Agents include tasks easily drifting from goals, errors cascading and amplifying, and resource consumption being difficult to estimate.73% similarUnverifiedLow latency directly affects the usability of agent-type systems, because the latency at each step in a multi-step reasoning chain is amplified and accumulated.72% similarUnverifiedAgent workflows of 5–10 steps can perform extremely stably, but various failure modes emerge in longer trajectories.71% similarUnverifiedAgent交接时传递上下文过多会增加Token消耗和延迟，传递过少则导致接手Agent缺乏关键背景71% similar
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