Mark Charles McLaughlin

Active Traversal and Load-Bearing Dependency II (ATLD 2): Residual Coordinate Identification and Self-Auditing Matched-Control Evaluation for Long-Horizon AI Systems

Active Traversal and Load-Bearing Dependency (ATLD) v1.0 introduced a matched-control protocol for testing whether meaningful typed dependency architecture and active recursive traversal contribute causal functional gain beyond the same content presented through flat, isolated, s...

Future-Splitting State Recruitment

History-dependent dynamical systems are commonly modelled by augmenting observable state with latent or internal variables. Modern methods can learn such variables, select latent dimension, impose thermodynamic structure, and optimise experiments for parameter identifiability; pr...

MKUFT — A Relational Architecture for Physical Law and Cross-Scale Dynamics

MKUFT is an evolving research programme for analysing how possibility, relational constraint, physical dynamics, measurement, history, and scale-specific description fit together. This publication presents the current principal MKUFT architecture: a typed S–I–P–O framework in whi...