Machine Learning System Design Interview, issue 46, Jun 3, 2026

The Jitter-Latency Trap

Senior ML Engineer interview at Waymo, and the interviewer asks:

Our vehicle’s Edge device can’t handle the heavy native inference for our new model. How should we architect the data flow and prediction pipeline?

Why synchronous cloud calls for edge devices are a fatal design flaw, and how teaching your edge gateway to act as a smart filter prevents network failures and saves your cloud bill.

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