Everyone is talking about AI models.
I'm paying attention to what they're built on.
OpenAI just revealed its first in-house AI chip, **Jalapeño**, developed from the ground up and brought to production with Broadcom.
This chip isn't for consumers.
It's designed to power ChatGPT, Codex, the API, and the next generation of AI agents.
What caught my attention isn't the chip itself.
It's what this says about OpenAI's strategy.
For years, AI companies depended heavily on third-party hardware. Now OpenAI is moving deeper into the stack—from AI models to the infrastructure that runs them.
That could mean more control over performance, lower long-term costs, and faster scaling as AI demand keeps growing.
I also think this sends a message to the market.
The next AI race may not be won by the company with the smartest model alone. It could be won by the company that controls the entire ecosystem behind it.
Of course, designing a chip is only the first step.
Mass production, software optimization, and real-world performance will decide whether this becomes a competitive advantage or just another ambitious project.
One thing is becoming harder to ignore:
The AI battle is no longer just about software. It's becoming a hardware race too.
$NVDAB
$SPCXB $
I'm paying attention to what they're built on.
OpenAI just revealed its first in-house AI chip, **Jalapeño**, developed from the ground up and brought to production with Broadcom.
This chip isn't for consumers.
It's designed to power ChatGPT, Codex, the API, and the next generation of AI agents.
What caught my attention isn't the chip itself.
It's what this says about OpenAI's strategy.
For years, AI companies depended heavily on third-party hardware. Now OpenAI is moving deeper into the stack—from AI models to the infrastructure that runs them.
That could mean more control over performance, lower long-term costs, and faster scaling as AI demand keeps growing.
I also think this sends a message to the market.
The next AI race may not be won by the company with the smartest model alone. It could be won by the company that controls the entire ecosystem behind it.
Of course, designing a chip is only the first step.
Mass production, software optimization, and real-world performance will decide whether this becomes a competitive advantage or just another ambitious project.
One thing is becoming harder to ignore:
The AI battle is no longer just about software. It's becoming a hardware race too.
$NVDAB
$SPCXB $