# Why Your Robot Safety Filter Is Too Cautious

- slug: why-your-robot-safety-filter-is-too-cautious
- date: 2026-04-06
- category: Robotics

Backup CBF and Model Predictive Shielding are safe, but they sometimes intervene when they do not need to. A new University of Michigan paper explains the structural reason why and points to a fix.

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