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Autonomous control
Control loops where bounded response and zero-overshoot behavior reduce risk of physical excursions.
Robotics
Adaptive behaviors and learned controllers that can drift under feedback without deterministic constraints.
Financial systems
Recursive optimization loops where bounded updates can limit runaway risk in automated decision systems.
Quantum error correction
GSRF preprocessing fixes the structural convergence failure in belief propagation decoders — without modifying the decoder. 36% better logical success at d=9 surface codes. The only path to real-time QEC at scale.
Related reading
- Quantum error correction — GSRF for BP decoders
- Holochain distributed validation — convergence preprocessing
- Deterministic safety for recursive systems
- Runaway feedback loop prevention
- Paper abstracts
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