NXP researchers Gaetan Bahl, Enzo Ruedas, and Tess Boivin published a guide on deploying Vision–Language–Action (VLA) models on the NXP i.MX 95 processor, addressing compute, memory, and real-time control constraints. The work covers dataset recording practices, fine-tuning of VLA policies, and on-device optimizations including quantization and asynchronous inference. The authors frame embedded deployment as "a complex systems engineering problem" requiring architectural decomposition and latency-aware scheduling rather than model compression alone.
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