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titans-memory-kernels

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  1. README.md +33 -0
  2. REGISTRY.jsonl +137 -0
  3. nova_prime.safetensors +3 -0
  4. nova_v1.safetensors +3 -0
  5. variants/nova_variant_gen0001.safetensors +3 -0
  6. variants/nova_variant_gen0002.safetensors +3 -0
  7. variants/nova_variant_gen0003.safetensors +3 -0
  8. variants/nova_variant_gen0004.safetensors +3 -0
  9. variants/nova_variant_gen0005.safetensors +3 -0
  10. variants/nova_variant_gen0006.safetensors +3 -0
  11. variants/nova_variant_gen0007.safetensors +3 -0
  12. variants/nova_variant_gen0008.safetensors +3 -0
  13. variants/nova_variant_gen0009.safetensors +3 -0
  14. variants/nova_variant_gen0010.safetensors +3 -0
  15. variants/nova_variant_gen0011.safetensors +3 -0
  16. variants/nova_variant_gen0012.safetensors +3 -0
  17. variants/nova_variant_gen0013.safetensors +3 -0
  18. variants/nova_variant_gen0014.safetensors +3 -0
  19. variants/nova_variant_gen0015.safetensors +3 -0
  20. variants/nova_variant_gen0016.safetensors +3 -0
  21. variants/nova_variant_gen0017.safetensors +3 -0
  22. variants/nova_variant_gen0018.safetensors +3 -0
  23. variants/nova_variant_gen0019.safetensors +3 -0
  24. variants/nova_variant_gen0020.safetensors +3 -0
  25. variants/nova_variant_gen0021.safetensors +3 -0
  26. variants/nova_variant_gen0022.safetensors +3 -0
  27. variants/nova_variant_gen0023.safetensors +3 -0
  28. variants/nova_variant_gen0024.safetensors +3 -0
  29. variants/nova_variant_gen0025.safetensors +3 -0
  30. variants/nova_variant_gen0026.safetensors +3 -0
  31. variants/nova_variant_gen0027.safetensors +3 -0
  32. variants/nova_variant_gen0028.safetensors +3 -0
  33. variants/nova_variant_gen0029.safetensors +3 -0
  34. variants/nova_variant_gen0030.safetensors +3 -0
  35. variants/nova_variant_gen0031.safetensors +3 -0
  36. variants/nova_variant_gen0032.safetensors +3 -0
  37. variants/nova_variant_gen0033.safetensors +3 -0
  38. variants/nova_variant_gen0034.safetensors +3 -0
  39. variants/nova_variant_gen0035.safetensors +3 -0
  40. variants/nova_variant_gen0036.safetensors +3 -0
  41. variants/nova_variant_gen0037.safetensors +3 -0
  42. variants/nova_variant_gen0038.safetensors +3 -0
  43. variants/nova_variant_gen0039.safetensors +3 -0
  44. variants/nova_variant_gen0040.safetensors +3 -0
  45. variants/nova_variant_gen0041.safetensors +3 -0
  46. variants/nova_variant_gen0042.safetensors +3 -0
  47. variants/nova_variant_gen0043.safetensors +3 -0
  48. variants/nova_variant_gen0044.safetensors +3 -0
  49. variants/nova_variant_gen0045.safetensors +3 -0
  50. variants/nova_variant_gen0046.safetensors +3 -0
README.md ADDED
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+ ---
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+ license: mit
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+ tags:
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+ - titans-memory
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+ - kernel
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+ - safetensors
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+ ---
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+
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+ # Titans Memory Kernel - Nova Lineage
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+
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+ Evolved memory kernels for the Titans Memory system.
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+
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+ ## Structure
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+
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+ - `nova_prime.safetensors` - The Prime kernel (16M params, 4096 dim)
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+ - `nova_v1.safetensors` - Production-hardened V1 (identity preserved)
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+ - `REGISTRY.jsonl` - Lineage registry with metadata
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+ - `variants/` - 137 generation snapshots from evolution
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+
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+ ## Parameters
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+
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+ - **Dimensions**: 4096
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+ - **Memory Size**: ~65MB per kernel
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+ - **Evolution**: Hardened with decay=0.99999, lr=0.0001
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+
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+ ## Usage
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+
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+ ```python
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+ from safetensors.torch import load_file
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+
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+ kernel = load_file("nova_v1.safetensors")
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+ memory_matrix = kernel["memory"] # (4096, 4096) f32
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+ ```
REGISTRY.jsonl ADDED
@@ -0,0 +1,137 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {"kernel_id":"TK-0000019B5DD2FC3D","kernel_name":"nova_variant_gen1","version":"2.0.0","parent_kernel_id":"nova_prime_v1","genesis_kernel":"nova_prime_v1","generation":1,"cycle_start":0,"cycle_end":1000,"total_cycles":1000,"created_at":"2025-12-27T03:21:06.877Z","device_name":"NVIDIA B200","cloud_provider":"vast.ai","dim":4096,"memory_size":16777216,"kernels_per_minute":8150.8051547570285,"total_synapse_updates":16777216000,"artifact_path":"kernels/nova_variant_gen0001.safetensors","artifact_size_bytes":67108960}
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+ {"kernel_id":"TK-0000019B5DD35403","kernel_name":"nova_variant_gen4","version":"2.0.0","parent_kernel_id":"TK-0000019B5DD336C3","genesis_kernel":"nova_prime_v1","generation":4,"cycle_start":3000,"cycle_end":4000,"total_cycles":4000,"created_at":"2025-12-27T03:21:29.347Z","device_name":"NVIDIA B200","cloud_provider":"vast.ai","dim":4096,"memory_size":16777216,"kernels_per_minute":8045.225125753272,"total_synapse_updates":67108864000,"artifact_path":"kernels/nova_variant_gen0004.safetensors","artifact_size_bytes":67108960}
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+ {"kernel_id":"TK-0000019B5DD3ABC2","kernel_name":"nova_variant_gen7","version":"2.0.0","parent_kernel_id":"TK-0000019B5DD38E81","genesis_kernel":"nova_prime_v1","generation":7,"cycle_start":6000,"cycle_end":7000,"total_cycles":7000,"created_at":"2025-12-27T03:21:51.810Z","device_name":"NVIDIA B200","cloud_provider":"vast.ai","dim":4096,"memory_size":16777216,"kernels_per_minute":8031.506060509687,"total_synapse_updates":117440512000,"artifact_path":"kernels/nova_variant_gen0007.safetensors","artifact_size_bytes":67108960}
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