Abuzar Salman Khan

Abstract Industrial plants generate high volume multivariate sensor time series where early fault detection must be accurate, governable and explainable under regime changes, sensor correlations and drift.

Abstract Conversational systems are becoming a primary interface for services and enterprise automation, and rapid market growth is pushing deployments into safety- and cost-sensitive settings. Reliability remains a bottleneck when interactions span multiple domains: an orchestrator must choose the next specialist, maintain shared dialogue state, and recover from mistakes before they cascade across handoffs.

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