---
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
```