Understanding AI Ethernet: From Switch Buffers to Adaptive Routing and SuperNIC Intelligence

TL;DR: AI Ethernet performance depends on switches, congestion control, and SuperNICs working together—not simply bigger buffers or faster ports.
| Key challenge | Practical mitigation |
|---|---|
| Packet reordering | Transport-aware reordering and recovery where supported |
| Incast congestion | ECN-based sender rate control and burst buffering |
| Limited routing visibility | Coordinated control loops and multipath path selection |
| Fail-slow links | Early telemetry detection and rerouting away from degraded paths |

