Catastrophic Forgetting and Stability-Plasticity

Fixing one authority case cost a 4B local model six others on the same 24-case suite

The targeted behavior improved and the training loss was low, while the rest of the evaluation came apart. Eterna Clarity's builder read that as grounds for sealing a fresh 60-case holdout before writing another line of training data.