| license: mit | |
| tags: | |
| - titans-memory | |
| - kernel | |
| - safetensors | |
| # Titans Memory Kernel - Nova Lineage | |
| Evolved memory kernels for the Titans Memory system. | |
| ## Structure | |
| - `nova_prime.safetensors` - The Prime kernel (16M params, 4096 dim) | |
| - `nova_v1.safetensors` - Production-hardened V1 (identity preserved) | |
| - `REGISTRY.jsonl` - Lineage registry with metadata | |
| - `variants/` - 137 generation snapshots from evolution | |
| ## Parameters | |
| - **Dimensions**: 4096 | |
| - **Memory Size**: ~65MB per kernel | |
| - **Evolution**: Hardened with decay=0.99999, lr=0.0001 | |
| ## Usage | |
| ```python | |
| from safetensors.torch import load_file | |
| kernel = load_file("nova_v1.safetensors") | |
| memory_matrix = kernel["memory"] # (4096, 4096) f32 | |
| ``` | |