# UFO Mathematical Compression & Alignment Evidence

- **Protocol**: Chirp-3 Full Model v2.0
- **Method**: L7:QualiaSeed+L6:GradAtom+L5:Eigen+L1:LU4QA+ZLIB
- **Source Model**: j:/Language-U/Language-U-V2/qwen-3.5-0.8b-local\model.safetensors-00001-of-00001.safetensors
- **Total Tensors in Model**: 488
- **Layers Compressed**: 16
- **Compressed Size**: 554 bytes
- **Raw Capsule Size**: 576 bytes

## Mathematical Alignment Matrix
| Layer Key | Shape | Compression Level | Alignment % | Raw Bytes | Encoded Bytes |
| --- | --- | --- | --- | --- | --- |
| layers.0.linear_attn.in_proj_qkv.weight | [6144, 1024] | L6 | 30.8% | 12,582,912 | 9 |
| layers.0.linear_attn.in_proj_z.weight | [2048, 1024] | L6 | 13.6% | 4,194,304 | 9 |
| layers.0.linear_attn.in_proj_b.weight | [16, 1024] | L6 | 100.0% | 32,768 | 9 |
| layers.0.linear_attn.in_proj_a.weight | [16, 1024] | L6 | 100.0% | 32,768 | 9 |
| layers.0.linear_attn.out_proj.weight | [1024, 2048] | L6 | 9.1% | 4,194,304 | 9 |
| layers.1.linear_attn.in_proj_qkv.weight | [6144, 1024] | L6 | 10.4% | 12,582,912 | 9 |
| layers.1.linear_attn.in_proj_z.weight | [2048, 1024] | L6 | 10.1% | 4,194,304 | 9 |
| layers.1.linear_attn.in_proj_b.weight | [16, 1024] | L6 | 100.0% | 32,768 | 9 |
| layers.1.linear_attn.in_proj_a.weight | [16, 1024] | L6 | 100.0% | 32,768 | 9 |
| layers.1.linear_attn.out_proj.weight | [1024, 2048] | L6 | 12.0% | 4,194,304 | 9 |
| layers.0.mlp.gate_proj.weight | [3584, 1024] | L6 | 7.5% | 7,340,032 | 9 |
| layers.0.mlp.up_proj.weight | [3584, 1024] | L6 | 3.5% | 7,340,032 | 9 |
| layers.0.mlp.down_proj.weight | [1024, 3584] | L6 | 4.8% | 7,340,032 | 9 |
| layers.1.mlp.gate_proj.weight | [3584, 1024] | L6 | 7.0% | 7,340,032 | 9 |
| layers.1.mlp.up_proj.weight | [3584, 1024] | L6 | 4.2% | 7,340,032 | 9 |
| layers.1.mlp.down_proj.weight | [1024, 3584] | L6 | 5.1% | 7,340,032 | 9 |