Analog in-memory computing systems remaining mathematically precise/ robust against hardware defects

https://techxplore.com/news/2026-07-method-fault-tolerant-analog-memory.html

"analog microchip hardware has structural variations/ random background noise, overcome introducing fault-tolerant error-mitigation dynamically detecting/ isolating hardware defects during operation... scales non-Von Neumann AI processors, wraps targeted digital correction loops around analog computing arrays preserving algorithmic precision without complex/ expensive cleanroom fabrication... stable, power-efficient analog AI processors inside power-constrained edge devices/ autonomous vehicles"