# SparseFlow Neural v12 (Dynamic)

## 🧠 Dynamic Neural Diversity

7 types with active **bidirectional** cycle during training:
- STEM: target 10% (maintained by active reversion)
- EXCITATORY: 35% (main carriers)
- INHIBITORY: 10% (capped at 15%)
- MEMORY: 15%
- PATTERN: 12%
- RELAY: 10%
- MODULATORY: 8% (capped at 12%)

### Dynamic Cycle
Every 10 forward calls:
- **Reversion**: low-activation + mature specialized → STEM
- **Differentiation**: STEM → deficit-type (activation-biased)

## Metrics
| Metric | Value |
|--------|-------|
| Params | 79,198,470 |
| PPL | 7.80 |
| Attn Sparse | 87.5% |
| FFN Sparse | 75.0% |
| Diff events | 0 |
| Revert events | 0 |

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