Expired50% confidenceSolutionExact time
When using Deep Research for preliminary research, 109 sub-agents were launched at once; a less expensive model rather than Opus 5 should be used for execution.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/22/2026
First Seen
Valid until: 10/20/2026(expired)
Sources
Related Claims
Unverified研究阶段应使用 Deep Research 等动态多智能体工作流，用廉价模型收集信息，再交给 Opus 5 制定计划75% similarUnverifiedWhen deploying deep research agents, costs can be optimized by routing simple tasks to lower-cost models through a model routing strategy.68% similarUnverified深度集成（Deep Ensemble）由Lakshminarayanan等人在2017年提出，需训练5-10个独立模型，计算成本通常是单模型的5-10倍67% similarUnverifiedModels such as DeepSeek-R1 are viewed by some researchers as achieving a "dimensional breakthrough" through algorithmic innovation under compute-constrained conditions, approaching the international frontier in parameter efficiency and reasoning capability.65% similarUnverifiedWhen testing different model backends under Claude Code's Agent framework, DeepSeek Professional performed the strongest, MiniMax was in the middle, and DeepSeek Flash was last but still outperformed local small models.62% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/593993API
curl https://kongchang.com/api/v1/knowledge/claims/593993MCP
get_claim(id=593993)