Images about adaptive cleaning techniques, adaptive path planning, autonomous collaboration among bots, context-aware navigation, continuous learning from past spills, dynamic resource allocation, enhanced material recognition, human-robot collaboration enhancements, improved scalability and deployment, intelligent material recycling and disposal, intelligent spill volume estimation, precision localization and mapping, predictive maintenance of equipment, predictive spill spread modeling, real-time contaminant detection, real-time hazard assessment, regulatory compliance checking, remote expert guidance, risk-based prioritization, and robust fault detection and diagnostics.