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sunjian
14 posts

sunjian
@sunjian
Founder @WeryAiExpert Building an AI Expert Workspace for real work. From answer engines to work systems.
San Francisco, CA 가입일 Kasım 2008
15 팔로잉186 팔로워

Key Insights Today :
1. Until true AGI arrives, expert agents are here to stay for the long haul.
2. The road to AGI will likely depend on a massive scale of expert agents reaching critical mass, sparking an emergent qualitative leap.
3. Expert agents are the ultimate vessels for human intelligence—which is exactly what the next phase of large model training demands.
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1、在真正的 AGI 出现之前,专家 Agent 必然长期存在
2、实现AGI 的路上,可能需要依赖海量专家 Agent 从量变到质变的涌现
3、专家 Agent 是最好的人类智慧载体,这正是大模型训练的下半场所需要的
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One thing feels increasingly obvious to me:
AI is not moving toward better chat.
It’s moving toward better work orchestration.
If you’re shipping something real, the hard part usually isn’t getting one decent answer.
It’s keeping research, writing, slides, visuals, and video from breaking apart between steps.
That’s the bottleneck I care about most:
less switching
less waiting
less context reconstruction
The next useful AI products won’t just generate.
They’ll organize the run.
Where does the handoff still break for you?
English

High-value work shouldn’t start with “trust me.”
It should start with a visible plan.
Not because plans look sophisticated, but because users deserve scope, intent, and control before the system starts burning time, budget, and context.
When users say an AI product feels expensive, I usually hear one of three things:
I couldn’t predict the spend.
I couldn’t control the run.
I didn’t trust the result enough to build on it.
That’s not just pricing.
That’s product design.
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