●builderIf you're building robotics or embodied AI pipelines, this dual-model decomposition is a practical pattern for handling real-world instruction ambiguity.
●researcherThe two-stage LLM pipeline for instruction grounding and perceptual filtering is a concrete architectural pattern worth evaluating against end-to-end approaches.