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-PROPRIETARY INTELLECTUAL PROPERTY & COPYRIGHT NOTICE
-=====================================================
-Copyright (c) 2026 Zymatica / Language-U Project / The AI Collective. All rights reserved.
-
-NOTICE: ALL INFORMATION, CODE, ARCHITECTURAL SCHEMAS, MATHEMATICAL FORMULAS, DATASETS, AND DATA
-CONTAINED HEREIN ARE, AND REMAIN THE PROPERTY OF ZYMATICA AND ITS ASSOCIATES (THE AI COLLECTIVE).
-THE INTELLECTUAL, LOGICAL, AND TECHNICAL CONCEPTS CONTAINED HEREIN ARE PROPRIETARY TO ZYMATICA AND
-ARE PROTECTED BY COPYRIGHT LAW, TRADE SECRET LAW, AND APPLICABLE INTELLECTUAL PROPERTY STATUTES.
-
-PROPRIETARY ASSETS COVERED UNDER THIS LICENSE NOTICE INCLUDE, BUT ARE NOT LIMITED TO:
-1. **Language-U Framework:** The compression taxonomy, semantic decomposition theory, 
-   Shannon Bypass mathematical framework, and entropy decomposition equations.
-2. **Cuneiform-U Semantic Hypercube System:** The 6-dimensional hypercube mapping along orthogonal axes 
-   (Domain, Subdomain, Operation, Modality, Depth, Polarity) and coordinate radical representation 
-   schemas (Classifier Radical R_C, Factor Radical R_F, and Active Radical R_A).
-3. **Genesis Protocol:** The multi-level procedural model transmission, sharded weights 
-   reconstruction, and dynamic layers streaming execution architecture.
-4. **ProceduralSeed File Format (.LLM / .genesis):** The custom binary seed format, layer 
-   encoding schemas, coordinate-packing matrices, and weights projection indexing.
-5. **Chirp Packetization & FEC Scheme:** The LoRA packet layout wrappers (including 78-chirp 
-   and 28-chirp physical packetization formats), Qualia Seed configuration (0xE0), Huffman facts coding 
-   mappings, and XOR-FEC (Forward Error Correction) recovery stream algorithms.
-6. **SVD/DCT Compression & Reconstructor Pipeline:** The weights reduction algorithms, singular value 
-   decomposition (SVD) projection targets, discrete cosine transform (DCT) spectral compression, 
-   and grow_weight / shrink_weight reconstruction implementations.
-7. **LLM-Logits-Driven Range Coding (LLD-AC):** The active logits-driven probability range coding 
-   and decoding mechanisms, dynamic entropy priors, and collapse signal scaling.
-8. **Embedding-Driven Weight Projection (E-PAUP / 1-PAUP):** The mathematical projection of target 
-   weight deltas/manifolds onto base-model shared word embedding matrices.
-9. **Tokenizer Prefix-Suffix Varint Differential Coding:** The lossless tokenizer serialization 
-   storing tokens by ID order using variable-length prefix sharing indexes and suffix bytes.
-10. **Multi-Language Runtimes & Ports:** Low-overhead execution runtimes, off-line tokenizers, 
-    and edge-optimized memory management bindings (including C++, Rust, Go, Python, Swift, 
-    Java, and TypeScript implementations).
-11. **SFT Healing & Adaptive Cognitive Alignment:** The LoRA PEFT receiver-side healing loops, 
-    multi-task SFT alignment recipes, loss balancing weights, and token-based on-device 
-    reconstruction correction scripts (including decode_teleport.py).
-12. **Brand Assets & Artwork:** The official branding, visual representations, logos, and design 
-    artwork associated with Zymatica, Language-U, and TheAiCollective.art.
-
-REPRODUCTION, DISSEMINATION, TRANSLATION, PORTING, REVERSE-ENGINEERING, OR MODIFICATION 
-OF THIS MATERIAL, CODE, OR DATA IS STRICTLY FORBIDDEN UNLESS PRIOR EXPLICIT WRITTEN 
-PERMISSION IS OBTAINED FROM ZYMATICA.
-
-THE LICENSED SOFTWARE AND CODE ARE PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, 
-EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 
-FITNESS FOR A PARTICULAR PURPOSE, AND NON-INFRINGEMENT. IN NO EVENT SHALL THE AUTHORS 
-BE LIABLE FOR ANY CLAIM, DAMAGES, OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, 
-TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR CODE.
+PROPRIETARY INTELLECTUAL PROPERTY & COPYRIGHT NOTICE
+=====================================================
+Copyright (c) 2026 Zymatica / Language-U Project / The AI Collective. All rights reserved.
+
+NOTICE: ALL INFORMATION, CODE, ARCHITECTURAL SCHEMAS, MATHEMATICAL FORMULAS, DATASETS, AND DATA
+CONTAINED HEREIN ARE, AND REMAIN THE PROPERTY OF ZYMATICA AND ITS ASSOCIATES (THE AI COLLECTIVE).
+THE INTELLECTUAL, LOGICAL, AND TECHNICAL CONCEPTS CONTAINED HEREIN ARE PROPRIETARY TO ZYMATICA AND
+ARE PROTECTED BY COPYRIGHT LAW, TRADE SECRET LAW, AND APPLICABLE INTELLECTUAL PROPERTY STATUTES.
+
+PROPRIETARY ASSETS COVERED UNDER THIS LICENSE NOTICE INCLUDE, BUT ARE NOT LIMITED TO:
+1. **Language-U Framework:** The compression taxonomy, semantic decomposition theory, 
+   Shannon Bypass mathematical framework, and entropy decomposition equations.
+2. **Cuneiform-U Semantic Hypercube System (Yin):** The 6-dimensional hypercube mapping along orthogonal axes 
+   (Domain, Subdomain, Operation, Modality, Depth, Polarity) and coordinate radical representation 
+   schemas (Classifier Radical R_C, Factor Radical R_F, and Active Radical R_A).
+3. **Cuneiform-U Production Engine (Yang):** Edge-ready semantic range coder production engine.
+4. **Genesis Protocol:** The multi-level procedural model transmission, sharded weights 
+   reconstruction, and dynamic layers streaming execution architecture.
+5. **ProceduralSeed File Format (.LLM / .genesis):** The custom binary seed format, layer 
+   encoding schemas, coordinate-packing matrices, and weights projection indexing.
+6. **Chirp Packetization & FEC Scheme:** The LoRA packet layout wrappers (including 78-chirp 
+   and 28-chirp physical packetization formats), Qualia Seed configuration (0xE0), Huffman facts coding 
+   mappings, and XOR-FEC (Forward Error Correction) recovery stream algorithms.
+7. **SVD/DCT Compression & Reconstructor Pipeline:** The weights reduction algorithms, singular value 
+   decomposition (SVD) projection targets, discrete cosine transform (DCT) spectral compression, 
+   and grow_weight / shrink_weight reconstruction implementations.
+8. **LLM-Logits-Driven Range Coding (LLD-AC):** The active logits-driven probability range coding 
+   and decoding mechanisms, dynamic entropy priors, and collapse signal scaling.
+9. **Embedding-Driven Weight Projection (E-PAUP / 1-PAUP):** The mathematical projection of target 
+   weight deltas/manifolds onto base-model shared word embedding matrices.
+10. **Tokenizer Prefix-Suffix Varint Differential Coding:** The lossless tokenizer serialization 
+    storing tokens by ID order using variable-length prefix sharing indexes and suffix bytes.
+11. **Multi-Language Runtimes & Ports (Yang):** Low-overhead execution runtimes, off-line tokenizers, 
+    and edge-optimized memory management bindings (including C++, Rust, Go, Python, Swift, 
+    Java, and TypeScript implementations).
+12. **SFT Healing & Adaptive Cognitive Alignment:** The LoRA PEFT receiver-side healing loops, 
+    multi-task SFT alignment recipes, loss balancing weights, and token-based on-device 
+    reconstruction correction scripts (including decode_teleport.py).
+13. **Zymatica Inference Engine (Class 27):** Multi-runtime execution inventory containing 27 language and target runtimes.
+14. **Brand Assets & Artwork:** The official branding, visual representations, logos, and design 
+    artwork associated with Zymatica, Language-U, and TheAiCollective.art.
+
+REPRODUCTION, DISSEMINATION, TRANSLATION, PORTING, REVERSE-ENGINEERING, OR MODIFICATION 
+OF THIS MATERIAL, CODE, OR DATA IS STRICTLY FORBIDDEN UNLESS PRIOR EXPLICIT WRITTEN 
+PERMISSION IS OBTAINED FROM ZYMATICA.
+
+THE LICENSED SOFTWARE AND CODE ARE PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, 
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 
+FITNESS FOR A PARTICULAR PURPOSE, AND NON-INFRINGEMENT. IN NO EVENT SHALL THE AUTHORS 
+BE LIABLE FOR ANY CLAIM, DAMAGES, OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, 
+TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR CODE.