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4 September 2026

What Is 'Hardware End-to-End'? A Question About XPeng's AI Day

Software end-to-end is clear, but what does XPeng mean by 'hardware end-to-end' — sensors straight to chip straight to vehicle control?

xpengaiarchitecturehardware

Looking at the four images XPeng announced at AI Day, I'm a bit confused.

Software end-to-end I get. But what is "hardware end-to-end"? Sensors connected straight to the smart-driving chip, straight to vehicle control?

If the cockpit is still 8295 and smart driving is still dual-Orin, the performance gain can't just come from "AI scheduling," right?

PRO and MAX are easy to understand — full standard equipment, no more tier distinctions.

In the end, it can't be a compute-bump "ecosystem chemical reaction," can it?

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Source: 小帅Craft (Weibo) — translated & adapted for XPENGTech.

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