Unverified50% confidenceSolutionExact time
The flywheel cycle through which multimodal collaborative agents move from ambiguous intent to achieving user goals contains three core stages: discovery, research, and response.
1
Sources
50%
Confidence
Long-term
Relevance
9/7/2026
First Seen
Sources
Related Entities
Related Claims
Unverified多Agent循环协作模式中，生成Agent产出初稿、批评Agent指出问题、修订Agent整合反馈，三者形成多轮迭代协作循环80% similarUnverifiedThe model of a single agent completing all tasks is evolving toward a multi-agent collaboration model.76% similarUnverified更复杂的Agent框架引入多层规划、反思、多智能体协作等机制，会带来更多中间步骤、更高Token消耗和更多潜在失败节点76% similarUnverifiedMulti-agent collaboration is typically implemented through an orchestrator-executor pattern, where a primary control Agent is responsible for task decomposition and scheduling.73% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/872976API
curl https://kongchang.com/api/v1/knowledge/claims/872976MCP
get_claim(id=872976)