Tymoteusz I. Miller

Hierarchical Temporal Runtime Assurance for Controlled Agentic AI Systems: Safety Shielding, Auditable Action Repair, and Bounded Recovery

Agentic artificial intelligence requires safeguards that remain effective across trajectories rather than only at individual decisions. This study introduces MARIS-TRA, a hierarchical temporal runtime assurance extension of Controlled Agentic AI Systems. A compact, auditable frag...

Optimization and Validation of a Multitrait Physiological Drought Mitigation Index (PDMI) for Screening PGPR-Induced Drought Tolerance in Strawberry

Drought mitigation by plant growth-promoting rhizobacteria (PGPR) is commonly assessed using individual physiological traits, although plant responses to water deficit are intrinsically multivariate. We developed a Multitrait Physiological Drought Mitigation Index (PDMI) to summa...