John Harby

Functional Memory Compaction and Reconstruction

2026 · Zenodo (CERN European Organization for Nuclear Research)

Functor Reasoning Models investigate whether portions of memory may be represented through compact reconstructive functional structure rather than exhaustive raw state preservation. Scientific systems, enterprise systems, and orchestration-heavy systems are probably among the best candidates …

Recoverable Learning Through Governed Semantic Logs: Algebraic Rollback, Certified Roll-Forward, and Energy Reduction

2026 · Zenodo (CERN European Organization for Nuclear Research)

Modern learning systems typically recover from erroneous updates by restoring checkpoints followed by partial or complete retraining. Because learning is represented as irreversible parameter mutation, recovery requires reconstructing large portions of the optimization history. This …