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Quadric rides the shift from cloud AI to on-device inference — and it’s paying off

Read the full articleQuadric rides the shift from cloud AI to on-device inference — and it’s paying off on TechCrunch
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What Happened

Quadric aims to help companies and governments build programmable on-device AI chips that can run fast-changing models locally.

Our Take

Everyone suddenly wants inference running locally — latency, privacy, offline capability. Quadric's angle is programmable chips that handle 'fast-changing models' locally. That's smart (you don't want to rebake silicon every quarter).

But so is Google (Tensor), Apple (Neural Engine), and honestly Qualcomm. Quadric's strength is domain focus and flexibility. Weakness? They're still a chip company (slow), competing with companies that own the full stack.

If edge AI becomes 30%+ of inferencing though, they're positioned okay.

What To Do

For enterprise edge deployments, include Quadric's chip options in your cost model.

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