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This research establishes fundamental resource bounds on self-referential prediction within programmable quantum control systems, drawing a parallel between Wolpert's impossibility results and Gödel's incompleteness theorems. By demonstrating that these theoretical limits can be realized with polynomial overhead using fault-tolerant circuits or interferometers, the study provides concrete engineering constraints for future autonomous quantum technologies. The work shifts the focus from overcoming prediction barriers to designing architectures that operate safely within their inherent computational boundaries.
Hamad Bin Khalifa University team sets bounds on quantum prediction

Constructive realization of self-referential prediction limits in quantum control, resource bounds, and Gödel-safe architectures were explored by a team from Hamad Bin Khalifa University, Doha, Qatar, and published August 13, 2026, in Quantum Science and Technology. Salman Sajad Wani, Álvaro Perales-Eceiza, Saif Al-Kuwari, and Mir Faizal contributed to the study’s conceptualization, formal analysis, and methodology.
Salman Sajad Wani and colleagues at the Qatar Center for Quantum Computing, Hamad Bin Khalifa University, have detailed inherent limits to predicting outcomes in quantum control, a field typically focused on precise manipulation of quantum states. Published August 13, 2026, in Quantum Science and…
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