A new study presents the architecture of an autonomous, bio-inspired cognitive agent.The agent is built around a spiking neural network (SNN) that implements its semantic memory.It learns concepts of objects/situations and its own actions in a one-shot manner.The agent can adapt to new situations by relying on previously learned general concepts.