Developing and iterating on quantizationand compressionstrategiesfor ourAV models,consideringmodel numerical properties, safety and latency constraints, andhardware performance, andpartnering on deployment of quantized modelsto NVIDIA‑based AV hardwarewith our deployment, compiler, and kernel teams

Advancing our numerical sensitivity analysesto recommend safecompressionpolicies per op/layer/block,using AV-relevant metrics(perception, trajectory,etc.) to evaluate compressed models,andcollaborating withEmbodied AItosupportcompression-aware modeling

Evolvingsensitivity analysis, compression, and parity toolinginto a connected, automated flow that makes low‑precision deployments repeatable, reliable, and low‑touch,with an emphasis onrobust execution and maintainability

Bridging the gapbetweenstate-of...