Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Is this NVIDIA DGX spark? Big manufacturers will pay the price for their arrogance and...

Is this NVIDIA DGX spark? Big manufacturers will pay the price for their arrogance and negligence at any time. I saw on Ability For very large enterprises, the internal organiza...

October 15, 2025 · 1 min read

Is this NVIDIA DGX spark?

Big manufacturers will pay the price for their arrogance and negligence at any time.

I saw on Ability For very large enterprises, the internal organizational structure and R&D model are still the same as in the past.

A little inspiration: For AI, very large organizations are not necessarily a must.

An AI Native organization is the foundation for good AI and good use of AI.

Even if AI products are provided, it does not mean that the enterprise and employees deeply embrace AI.

The value of inertial thinking and empiricism is rapidly depreciating in the era of rapid iteration of large model technology.

Old experience needs to be refreshed with each iteration of large model capabilities.

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