多智能体架构推动开源模型Token份额增长
It's one data point, but I think token share for open models will continue to ri…
It's one data point, but I think token share for open models will continue to rise.
这是一个数据点,但我认为开源模型的 token 份额将继续上升。
You can get more insights by looking more closely at the multi-agent systems/patterns being adopted across domains. A supervisor leads a bunch of execution subagents (frontier open models work beautifully here). This is one of the most effective and widely used patterns today, where subagents dominate token use (which you can get from frontier open models at a much better price and efficiency). This trend will continue. There really is no point in using a Fable 5 for everything, where cheaper models will do just fine and at a faster and cheaper rate.
通过更仔细地观察各领域正在采用的多智能体系统/模式,你可以获得更深入的了解。一个主管会领导一组执行子智能体(前沿开源模型在此表现极佳)。这是当今最有效且应用最广泛的模式之一,其中子智能体主导了 token 的使用量(你可以通过前沿开源模型以更优的价格和效率获取这些 token)。这一趋势将持续下去。确实没有必要在所有场景下都使用 Fable 5,因为更便宜的模型就能胜任,而且速度更快、成本更低。
更进一步:量化金融体系
看懂新闻只是起点——沿量化金融路径,把它变成能交付的工程能力