Latency budgets are documented, measured, and met on real target hardware — control-loop timing is a number we can show a customer, not an anecdote, and it holds as the stack grows.
Time-to-root-cause for field issues drops from days to minutes — on-vehicle telemetry and traces answer "why did this robot stop?" without a site visit or a reproduction attempt.
Models you build run on production vehicles, with field behavior backed by evaluation developed in partnership with the team, with your own contributions clearly reflected in the results
Capabilities you prototype reach production because you contribute clear, well-documented work that the team can build against
