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This paper introduces a lightweight approach for remaining useful life estimation using frozen embeddings from the Chronos-2 time-series foundation model combined with a simple regression head, achieving superior performance on industrial sensor data compared to baseline methods.
This review reframes industrial visual sim-to-real as a domain-gap problem organized by prior availability, distinguishing CAD-guided, CAD-unavailable, and boundary-prior settings to connect CAD-based detection and 6D pose-estimation literature with industrial anomaly and surface-inspection literature.
A detailed examination of the real-world challenges faced when updating AI models on edge devices deployed in remote or disconnected environments, covering strategies like connectivity windows, technician visits, mesh propagation, and accepting staleness.
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.