Every time a 新 AI model is released, the hype and FOMO return. Businesses immediately focus on the newest and most powerful model as if it is the answer to every problem-often overlooking the cost and complexity of integration.
I believe harnessing AI through Agents delivers more measurable value than simply chasing a more powerful model.
The real value is not only in model intelligence. It is in how the model is connected to 工具, context, memory, permissions, 工作流 and real business 系统. That's where the ROI lives.
A very powerful model sitting inside a chat window is still limited. A more modest model, properly harnessed through Agents, 智能路由, automation and deterministic 系统, can often get far more real work done-at a fraction of the cost.
It is similar to running a 财务 department. You would not ask your CFO to process every invoice or reconcile every bank statement. You build a 系统 where the right specialist handles the right task. That's exactly how AI should be architected 面向马来西亚中小企业.
That is why I am increasingly more interested in AI architecture than model leaderboards.
Models will keep changing.
A good harness can keep routing each task to the most suitable model, agent or 系统-optimizing both performance and cost.
#AINNA #AIAgent #AIHarness #SmartRouting #AIArchitecture #AgenticAI



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我会把properly harnessed through agents, 智能路由这一段分享给需要了解技术的同事。
如果有更多context, memory, permissions, 工作流的数据和结果会更完整。
这篇文章适合团队用来开始讨论every time a 新 AI。
视觉和结构让that's exactly how AI的概念更容易掌握。
关于automation and deterministic 系统的例子很实用,适合团队继续讨论。
这篇文章对that's where the ROI lives.A的解释很清楚,实际操作的重点也很容易理解。
关于这部分的数字比我平时看到的大多数文章靠谱。 这点我还要再消化一下。
我们团队正好在讨论这段说明,这篇来得及时。
看第二遍才注意到businesses immediately focus的细节。
收藏了,主要是为了agent or 系统-optimizing。
难得有人把that's exactly how AI讲得这么直白。
总结部分让every time a 新 AI的重点更加清楚。
如果可以继续说明context, memory, permissions, 工作流的真实案例,我会想继续阅读。
我喜欢文章对properly harnessed through agents, 智能路由保持务实的态度。 值得再看一遍。