Abstract (plain language)
This paper provides an accessible overview of the GSRF concept. It explains why recursive systems can “get it wrong” under feedback and how bounded updates reduce the probability of catastrophic divergence by preventing large, destabilizing steps.
- Explains the “safety brake” intuition for bounded updates.
- Connects boundedness to zero-overshoot behavior in constrained regimes.
- Links the concept to safety-critical constraints and validation needs.
Recommended path
Run the demo with your industry preloaded
Use a robotics-shaped preset to see how bounded updates behave under repeated feedback-like corrections. Signals are synthetic; filter math is unchanged.