| # Glossary | |
| - Soul: low‑dimensional identity vector injected per block via gates/bias. | |
| - Mask: fixed subset of parameters allowed online updates (≤5%). | |
| - Fast‑Weights: session‑local associative cache in attention with decay. | |
| - EWC: Elastic Weight Consolidation penalty against an anchor checkpoint. | |
| - Orth‑grad: gradient projection to reduce interference. | |
| - Belief graph: durable commitments with contradiction checks. | |