README.md

metadata

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

from safetensors.torch import load_file

kernel = load_file("nova_v1.safetensors")
memory_matrix = kernel["memory"]  # (4096, 4096) f32