Processing Intelligence at the Periphery
For the past decade, cloud data centers served as the powerhouse of machine learning. But as latency demands tighten and privacy constraints mount, the computation epicenter is racing toward the edge.
Why Edge NPUs Change Everything
Running local neural inferences changes the latency equation entirely:
- **Zero Latency Overhead:** Bypasses round-trip fiber ping to data centers.
- **Air-Gapped Privacy:** Sensitive biometric and enterprise data never leaves client hardware.
- **Continuous Offline Autonomy:** Devices remain fully intelligent even during network disruptions.