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SPIN is a planning wrapper that ensures structurally valid DAG plans and uses prefix-based execution control to reduce task steps and tool calls in industrial LLM agent systems, improving plan validity and efficiency.
Cortex 2.0 introduces a plan-and-act control framework that uses visual latent space trajectory generation to enable reliable long-horizon robotic manipulation in complex industrial environments, outperforming reactive Vision-Language-Action models.