
User selects plugins to modify their microphone input.
For instance, the discovery that LLMs frequently hallucinate dependencies in the Spiderweb toy suggests that purely semantic models are insufficient for plugin management. A hybrid approach—using LLMs for semantic intent and CSPs for dependency validation—is the logical conclusion drawn directly from these toy experiments. plugin selection toys