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Unlock neuro-symbolic AI's next leap: HMH packs hierarchical structures—roles, fillers, ontologies—into fixed-size hypervectors for ultra-efficient binding, unbinding, and probabilistic reasoning in PRIMUS architectures. Fast, clean, scalable logic meets neural speed.

In a new study researchers argue that, despite their impressive performance at certain tasks, LLMs don't really understand the world.