Unverified70% confidenceOpinionExact time
Many existing AI Agents perform excellently in short conversations but tend to get lost in long-duration, multi-step tasks
1
Sources
70%
Confidence
Medium-term (~90 days)
Relevance
7/30/2026
First Seen
Sources
Can OpenAI's Most Powerful Agent Independently Run a Business? Real-World Testing Reveals the Answer
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UnverifiedThe new generation of AI Agents can work continuously for minutes or even hours, autonomously decomposing tasks, invoking tools, and iteratively correcting themselves.77% similarUnverifiedAI Agents need to simultaneously maintain four types of state: short-term working memory, long-term memory, tool-call state, and planning state.76% similar
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