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ARTICLE27

Human-Aligned Decision Transformers for bio-inspired soft robotics maintenance under real-time policy constraints

DEV.to AIΒ·May 26, 2026

A personal account details a researcher's struggle with a Decision Transformer failing to maintain bio-inspired soft robotic grippers in real-world deployment, despite high simulation performance. The critical issue identified was the misalignment between the AI's learned policy and human safety expectations for the delicate hardware.

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