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model.py

@@ -718,6 +718,10 @@ class QuazimotoLM(nn.Module):
             "use_ring_specialists", "ring_n_specialists", "ring_spec_key_dim",
             "ring_spec_slot_dim", "ring_spec_top_k", "ring_spec_write_lr",
             "use_fractal_phase_seed",
+            # morphable hybrid + TriAttention -- so a hybrid checkpoint is self-describing
+            # and rebuilds with the linear twins / gates / compressor in place.
+            "use_morphable", "morph_alpha_init", "morph_k_full", "morph_reg_lambda",
+            "use_triattention", "triattn_budget", "triattn_window", "triattn_max_offset",
             # Hydra tip mixer geometry -- so checkpoints rebuild at the exact colony
             "wdw_modes", "wdw_steps", "wdw_dt", "wdw_constraint_weight")}
         n = sum(p.numel() for p in self.parameters())