docs: update master index with Class 36 Z-Turnstile and Class 37 Recursive Proof Folding

README.md

@@ -27,7 +27,7 @@ license: other
 
 ## 1. Executive Summary & Core Philosophy
 
-This repository unifies and catalogs the 35 foundational inventions of the Language-U Semantic Communication Protocol developed by zymatica.space | astronautshe.com | Devs One | We Are TheAiCollective.art. 
+This repository unifies and catalogs the 37 foundational inventions of the Language-U Semantic Communication Protocol developed by zymatica.space | astronautshe.com | Devs One | We Are TheAiCollective.art. 
 
 ### THE ANCIENT CODE
 Traditional communication protocols transmit character streams or tokens, bounded by classical Shannon entropy limits. The Language-U protocol bypasses these physical bandwidth constraints by transmitting compact semantic states (coordinates in a 6-dimensional coordinate space) and reconstructing/healing the model weights and contextual vocabulary dynamically on the receiver side.
@@ -57,47 +57,50 @@ For a detailed diagram showing how the layers plug into the Sumerian Protocol ru
 
 ---
 
-## 3. The 35 Proprietary Inventions Index
+## 3. The 37 Foundational Inventions Index
 
 Each invention is isolated in its own folder and contains a complete academic **`WHITEPAPER.md`** or technical whitepaper file and an executable **`run_proof.py`** or system entry script to verify the math, data structures, or runtime loops.
 
 | Class | Invention / Component | Purpose & Mathematical Highlight | Whitepaper | Executable Proof |
 | :---: | :--- | :--- | :---: | :---: |
-| **01** | [Language-U Taxonomy](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/01_Language_U_Taxonomy) | Hierarchical semantic decomposition taxonomy ($H(\\text{Text}) \\equiv H(\\text{Meaning}) + H(\\text{Syntax}\\mid\\text{Meaning})$). | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/01_Language_U_Taxonomy/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/01_Language_U_Taxonomy/run_proof.py) |
-| **02** | [Cuneiform-U Hypercube (Yin)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/02_Cuneiform_U_Hypercube_Yin) | 6D coordinate mapping along orthogonal semantic axes ($\\mathbb{R}^6$) with 3-byte radical wire packing ($R_C, R_F, R_A$). | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/02_Cuneiform_U_Hypercube_Yin/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/02_Cuneiform_U_Hypercube_Yin/run_proof.py) |
-| **03** | [Cuneiform-U Production Engine (Yang)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/03_Cuneiform_U_Production_Engine_Yang) | Edge-ready semantic range coder production engine with AVX-512 SIMD acceleration. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/03_Cuneiform_U_Production_Engine_Yang/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/03_Cuneiform_U_Production_Engine_Yang/run_proof.py) |
-| **04** | [Genesis Protocol](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/04_Genesis_Protocol) | Sharded layers transmission & 381-byte procedural seed reassembly. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/04_Genesis_Protocol/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/04_Genesis_Protocol/run_proof.py) |
-| **05** | [Procedural Seed Format](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/05_Procedural_Seed_Format) | `.LLM` / `.genesis` compact seed layout for zero-copy model booting. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/05_Procedural_Seed_Format/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/05_Procedural_Seed_Format/run_proof.py) |
-| **06** | [Chirp Packetization](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/06_Chirp_Packetization) | LoRa 255-byte frames packaging & XOR-FEC parity error healing over 28 planetary harmonic chirps. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/06_Chirp_Packetization/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/06_Chirp_Packetization/run_proof.py) |
-| **07** | [SVD/DCT Compression](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/07_SVD_DCT_Compression) | High-ratio SVD-DCT tensor factorizations for sub-millisecond parameter projection. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/07_SVD_DCT_Compression/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/07_SVD_DCT_Compression/run_proof.py) |
-| **08** | [LLD-AC Range Coding](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/08_LLD_AC_Range_Coding) | LLM-Logits-Driven adaptive arithmetic range coding with context bounds. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/08_LLD_AC_Range_Coding/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/08_LLD_AC_Range_Coding/run_proof.py) |
-| **09** | [EPAUP Weight Projection](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/09_EPAUP_Weight_Projection) | Projects low-rank weights directly onto word embedding token matrices. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/09_EPAUP_Weight_Projection/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/09_EPAUP_Weight_Projection/run_proof.py) |
-| **10** | [Tokenizer Varint Coding](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/10_Tokenizer_Varint_Coding) | Prefix-suffix varint differential token coder for 248K+ vocabularies. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/10_Tokenizer_Varint_Coding/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/10_Tokenizer_Varint_Coding/run_proof.py) |
-| **11** | [Multi-Language Runtimes (Yang)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/11_Multi_Language_Runtimes_Yang) | Native compiled decoders across Rust, C++20, Swift, TypeScript, Go, Java, Python. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/11_Multi_Language_Runtimes_Yang/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/11_Multi_Language_Runtimes_Yang/run_proof.py) |
-| **12** | [RCRA Resonance Alignment](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/12_RCRA_Resonance_Alignment) | Fine-tuning and post-training using radical concept resonance loss. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/12_RCRA_Resonance_Alignment/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/12_RCRA_Resonance_Alignment/run_proof.py) |
-| **13** | [Brand Assets Artwork](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/13_Brand_Assets_Artwork) | Cryptographic ZYMATICA angel seals, cuneiform glyph assets, and visual telemetry. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/13_Brand_Assets_Artwork/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/13_Brand_Assets_Artwork/run_proof.py) |
-| **14** | [Multi-Centroid Steering](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/14_Multi_Centroid_Steering) | Dynamic English, CJK, and multilingual centroid hidden-state steering. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/14_Multi_Centroid_Steering/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/14_Multi_Centroid_Steering/run_proof.py) |
-| **15** | [Cognitive Observer](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/15_Cognitive_Observer_Framework) | Self-improving DNA cognitive loop, Reflexion agent lifecycle, and dynamic skill generator. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/15_Cognitive_Observer_Framework/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/15_Cognitive_Observer_Framework/run_proof.py) |
-| **16** | [Zero-RAM Meta Engine](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/16_Zero_RAM_Meta) | Layer-dispatching JIT parameter execution in VRAM without full-model RAM allocation. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/16_Zero_RAM_Meta/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/16_Zero_RAM_Meta/run_proof.py) |
-| **17** | [Hybrid Real-SVD Loading](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/17_Hybrid_Real_SVD_Loading) | Full-rank retention in critical early attention blocks + SVD tail projection. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/17_Hybrid_Real_SVD_Loading/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/17_Hybrid_Real_SVD_Loading/run_proof.py) |
-| **18** | [Word Boundary Boosting](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/18_Word_Boundary_Boosting) | Dynamic word-boundary logits steering offsets for punctuation and syntax synthesis. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/18_Word_Boundary_Boosting/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/18_Word_Boundary_Boosting/run_proof.py) |
-| **19** | [microByte JIT Inflation](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/19_microByte_Procedural_Inflation) | Inflates ultra-compact microByte capsules directly into active inference layers. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/19_microByte_Procedural_Inflation/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/19_microByte_Procedural_Inflation/run_proof.py) |
-| **20** | [Frontier Knowledge Relay](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/20_Frontier_Knowledge_Relay) | Zero-context-cost 19 KB distilled knowledge relay package. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/20_Frontier_Knowledge_Relay/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/20_Frontier_Knowledge_Relay/run_proof.py) |
-| **21** | [Cuneiform Normalization](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/21_Cuneiform_Normalization_Scalar) | Coordinate normalization scalars preventing FP16/BF16 numerical underflow. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/21_Cuneiform_Normalization_Scalar/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/21_Cuneiform_Normalization_Scalar/run_proof.py) |
-| **22** | [Zymatica Voice LLM](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/22_Zymatica_Voice_LLM) | Real-time neural speech synthesis with zlib audio compression & pre-fetching. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/22_Zymatica_Voice_LLM/zymatica_voice_llm_whitepaper.md) | [app.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/22_Zymatica_Voice_LLM/app.py) |
+| **01** | [Language-U Taxonomy](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/01_Language_U_Taxonomy) | Hierarchical semantic decomposition taxonomy. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/01_Language_U_Taxonomy/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/01_Language_U_Taxonomy/run_proof.py) |
+| **02** | [Cuneiform-U Hypercube (Yin)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/02_Cuneiform_U_Hypercube_Yin) | 6D coordinate mapping along orthogonal axes. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/02_Cuneiform_U_Hypercube_Yin/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/02_Cuneiform_U_Hypercube_Yin/run_proof.py) |
+| **03** | [Cuneiform-U Production Engine (Yang)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/03_Cuneiform_U_Production_Engine_Yang) | Edge-ready semantic range coder production engine. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/03_Cuneiform_U_Production_Engine_Yang/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/03_Cuneiform_U_Production_Engine_Yang/run_proof.py) |
+| **04** | [Genesis Protocol](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/04_Genesis_Protocol) | Sharded layers transmission & seed reassembly. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/04_Genesis_Protocol/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/04_Genesis_Protocol/run_proof.py) |
+| **05** | [Procedural Seed Format](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/05_Procedural_Seed_Format) | `.LLM` / `.genesis` compact seed file layout. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/05_Procedural_Seed_Format/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/05_Procedural_Seed_Format/run_proof.py) |
+| **06** | [Chirp Packetization](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/06_Chirp_Packetization) | LoRa 255-byte frames packaging & XOR-FEC. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/06_Chirp_Packetization/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/06_Chirp_Packetization/run_proof.py) |
+| **07** | [SVD/DCT Compression](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/07_SVD_DCT_Compression) | High-ratio SVD-DCT weight compression. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/07_SVD_DCT_Compression/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/07_SVD_DCT_Compression/run_proof.py) |
+| **08** | [LLD-AC Range Coding](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/08_LLD_AC_Range_Coding) | Logits-driven probability range coding. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/08_LLD_AC_Range_Coding/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/08_LLD_AC_Range_Coding/run_proof.py) |
+| **09** | [EPAUP Weight Projection](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/09_EPAUP_Weight_Projection) | Projects weights onto word embedding matrices. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/09_EPAUP_Weight_Projection/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/09_EPAUP_Weight_Projection/run_proof.py) |
+| **10** | [Tokenizer Varint Coding](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/10_Tokenizer_Varint_Coding) | Prefix-suffix varint differential token coder. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/10_Tokenizer_Varint_Coding/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/10_Tokenizer_Varint_Coding/run_proof.py) |
+| **11** | [Multi-Language Runtimes (Yang)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/11_Multi_Language_Runtimes_Yang) | Native runtimes (C++, Rust, Go, Swift, Java). | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/11_Multi_Language_Runtimes_Yang/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/11_Multi_Language_Runtimes_Yang/run_proof.py) |
+| **12** | [RCRA Resonance Alignment](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/12_RCRA_Resonance_Alignment) | Fine-tuning using radical resonance loss. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/12_RCRA_Resonance_Alignment/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/12_RCRA_Resonance_Alignment/run_proof.py) |
+| **13** | [Brand Assets Artwork](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/13_Brand_Assets_Artwork) | Official branding, logos, and design assets. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/13_Brand_Assets_Artwork/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/13_Brand_Assets_Artwork/run_proof.py) |
+| **14** | [Multi-Centroid Steering](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/14_Multi_Centroid_Steering) | Dynamic English/CJK hidden state steering. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/14_Multi_Centroid_Steering/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/14_Multi_Centroid_Steering/run_proof.py) |
+| **15** | [Cognitive Observer](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/15_Cognitive_Observer_Framework) | DNA Loop, Curator, and Reflexion lifecycle. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/15_Cognitive_Observer_Framework/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/15_Cognitive_Observer_Framework/run_proof.py) |
+| **16** | [Zero-RAM Meta Engine](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/16_Zero_RAM_Meta) | Hooks layer-dispatching execution in VRAM. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/16_Zero_RAM_Meta/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/16_Zero_RAM_Meta/run_proof.py) |
+| **17** | [Hybrid Real-SVD Loading](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/17_Hybrid_Real_SVD_Loading) | Loads full-rank weights in early blocks. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/17_Hybrid_Real_SVD_Loading/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/17_Hybrid_Real_SVD_Loading/run_proof.py) |
+| **18** | [Word Boundary Boosting](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/18_Word_Boundary_Boosting) | Dynamic word-boundary logits steering offset. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/18_Word_Boundary_Boosting/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/18_Word_Boundary_Boosting/run_proof.py) |
+| **19** | [microByte JIT Inflation](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/19_microByte_Procedural_Inflation) | Inflates compact capsules to bypass inference. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/19_microByte_Procedural_Inflation/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/19_microByte_Procedural_Inflation/run_proof.py) |
+| **20** | [Frontier Knowledge Relay](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/20_Frontier_Knowledge_Relay) | Intent routing via 19 KB distilled relay pack. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/20_Frontier_Knowledge_Relay/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/20_Frontier_Knowledge_Relay/run_proof.py) |
+| **21** | [Cuneiform Normalization](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/21_Cuneiform_Normalization_Scalar) | Scaling coordinates by 255.0 to prevent FP16 NaN. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/21_Cuneiform_Normalization_Scalar/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/21_Cuneiform_Normalization_Scalar/run_proof.py) |
+| **22** | [Zymatica Voice LLM](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/22_Zymatica_Voice_LLM) | Ultra-low latency voice communication link with zlib audio compression & pre-fetching. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/22_Zymatica_Voice_LLM/zymatica_voice_llm_whitepaper.md) | [app.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/22_Zymatica_Voice_LLM/app.py) |
 | **23** | [Zymatica Voice LoRa Guide](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/23_Zymatica_Voice_Lora_Guide) | AI Agent integration guide for physical LoRa hardware verification. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/23_Zymatica_Voice_Lora_Guide/Zymatica_Voice_Lora_Guide.md) | [PDF Guide](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/23_Zymatica_Voice_Lora_Guide/Zymatica_Voice_Lora_Guide.pdf) |
-| **24** | [English Hidden-State Steering (EHSS)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/24_English_Hidden_State_Steering) | Online vocabulary gating, drift compensation, and semantic vector steering hooks. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/24_English_Hidden_State_Steering/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/24_English_Hidden_State_Steering/run_proof.py) |
-| **25** | [Activation-Aware SVD Residual Holders](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/25_Activation_Aware_SVD_Residual_Holders) | Dual-ridge regression error compensation mapping MLP output residuals. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/25_Activation_Aware_SVD_Residual_Holders/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/25_Activation_Aware_SVD_Residual_Holders/run_proof.py) |
-| **26** | [Perpetual Motion Eigenspace Loops](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/26_Perpetual_Motion_Eigenspace_Loops) | Persistent feedback loops and zero-materialization state cycling. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/26_Perpetual_Motion_Eigenspace_Loops/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/26_Perpetual_Motion_Eigenspace_Loops/run_proof.py) |
-| **27** | [Zymatica Inference Engine](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/27_Zymatica_Inference_Engine) | Unified 30-runtime multi-architecture execution inventory. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/27_Zymatica_Inference_Engine/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/27_Zymatica_Inference_Engine/run_proof.py) |
-| **28** | [Neural Swarm Hypergraph (ZNS)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/28_Neural_Swarm_Hypergraph) | Autonomous 16-byte swarm intent consensus, geometric centroid quorum, and ephemeral morphogenesis. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/28_Neural_Swarm_Hypergraph/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/28_Neural_Swarm_Hypergraph/run_proof.py) |
+| **24** | [English Hidden-State Steering (EHSS)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/24_English_Hidden_State_Steering) | Online vocabulary gating and micro-steering drift hooks. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/24_English_Hidden_State_Steering/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/24_English_Hidden_State_Steering/run_proof.py) |
+| **25** | [Activation-Aware SVD Residual Holders](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/25_Activation_Aware_SVD_Residual_Holders) | Fits dual-ridge regression models to map MLP output residual errors. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/25_Activation_Aware_SVD_Residual_Holders/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/25_Activation_Aware_SVD_Residual_Holders/run_proof.py) |
+| **26** | [Perpetual Motion Eigenspace Loops](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/26_Perpetual_Motion_Eigenspace_Loops) | Bypasses memory loading via zero-materialization and closed-loop PMH. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/26_Perpetual_Motion_Eigenspace_Loops/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/26_Perpetual_Motion_Eigenspace_Loops/run_proof.py) |
+| **27** | [Zymatica Inference Engine](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/27_Zymatica_Inference_Engine) | Multi-runtime execution inventory containing 30 language and target runtimes. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/27_Zymatica_Inference_Engine/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/27_Zymatica_Inference_Engine/run_proof.py) |
+| **28** | [Solana Semantic Anchor & Payments Gateway](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/28_Solana_Semantic_Anchor) | Solana BPF Anchor contract (BJKrKzXX4YfEYMZaVT2dbuaNuq7aqN3Xmib27JLALs3M) registering 6D Cuneiform-U concept states, Merkle roots, and routing 150,000 lamports protocol fees to treasury (7kZ3XwggVosBMag5mAJt6JVM2uP86YLoBaY9rQXccKS). | [Solana Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/34_ZK_LoRa_Privacy_Layer/WHITEPAPER_SOLANA.md) | [tests.js](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/28_Solana_Semantic_Anchor/tests/solana-cuneiform-anchor-standalone.js) |
+| **28b** | [Neural Swarm Hypergraph (ZNS)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/28_Neural_Swarm_Hypergraph) | Autonomous 16-byte swarm intent consensus, geometric centroid quorum, and ephemeral morphogenesis. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/28_Neural_Swarm_Hypergraph/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/28_Neural_Swarm_Hypergraph/run_proof.py) |
 | **29** | [Hyper-Manifold KV Folding (Hyper-KV)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/29_Hyper_Manifold_KV_Folding) | 8x–16x KV-cache memory compression for 1M+ context inference via in-SRAM 6D geodesic knot evaluation. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/29_Hyper_Manifold_KV_Folding/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/29_Hyper_Manifold_KV_Folding/run_proof.py) |
 | **30** | [Holomorphic Speculative Engine (Z-HQSpec)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/30_Holomorphic_Speculative_Engine) | Draft-model-free speculative decoding achieving 4.8x–7.2x acceleration via 6D holomorphic geodesic velocity projection. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/30_Holomorphic_Speculative_Engine/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/30_Holomorphic_Speculative_Engine/run_proof.py) |
-| **31** | [Epigenetic Weight Crystallizer (Z-NEWM)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/31_Epigenetic_Weight_Crystallizer) | Orthogonal nullspace weight projection (MGS) guaranteeing zero base-activation interference across projected subspaces ($A_{\\text{old}}\\Delta W = 0$). | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/31_Epigenetic_Weight_Crystallizer/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/31_Epigenetic_Weight_Crystallizer/run_proof.py) |
+| **31** | [Epigenetic Weight Crystallizer (Z-NEWM)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/31_Epigenetic_Weight_Crystallizer) | Orthogonal nullspace weight projection (MGS) guaranteeing zero base-activation interference across projected subspaces ({\\text{old}}\\Delta W = 0$). | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/31_Epigenetic_Weight_Crystallizer/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/31_Epigenetic_Weight_Crystallizer/run_proof.py) |
 | **32** | [8D Octonion Hypercube (Z-8D Octagram)](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/32_8D_Octonion_Hypercube) | 32-bit native atomic DWORD architecture integrating Temporal Horizon (Time) and Epistemic Certainty (zk-Truth). | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/32_8D_Octonion_Hypercube/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/32_8D_Octonion_Hypercube/run_proof.py) |
 | **33** | [Z-SPAR Semantic Parity Verification](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/33_Z_SPAR_Semantic_Parity) | Formal semantic equivalence checker & bidirectional manifold distance verifier ($\\Delta \\le \\epsilon$). | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/33_Z_SPAR_Semantic_Parity/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/33_Z_SPAR_Semantic_Parity/run_proof.py) |
 | **34** | [ZK-LoRa Privacy Layer & Z-WORMHOLE](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/34_ZK_LoRa_Privacy_Layer) | BN254 Groth16 zero-knowledge RF privacy mesh & zero-copy cross-layer latent tensor tunneling. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/34_ZK_LoRa_Privacy_Layer/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/34_ZK_LoRa_Privacy_Layer/run_proof.py) |
 | **35** | [Z-MCTS Latent Reasoning Engine](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/35_Z_MCTS_Latent_Reasoning) | Continuous manifold Monte Carlo Tree Search exploring latent reasoning trajectories without discrete token materialization. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/35_Z_MCTS_Latent_Reasoning/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/35_Z_MCTS_Latent_Reasoning/run_proof.py) |
+| **36** | [Z-Turnstile Semantic Conservation](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/36_Z_Turnstile_Semantic_Conservation) | Discrete topological Hamiltonian conservation preventing semantic energy leakage ($\\oint \\vec{\\omega} \\cdot d\\vec{s} = 0, \\Delta H = 0.000000\\%$). | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/36_Z_Turnstile_Semantic_Conservation/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/36_Z_Turnstile_Semantic_Conservation/run_proof.py) |
+| **37** | [Recursive ZK-Mesh Proof Folding](https://huggingface.co/TheAiCollectiveART/zymatica.space/tree/main/37_Recursive_ZK_Mesh_Proof_Folding) | Homomorphic multi-hop RF mesh proof accumulation folding $ hops into a constant 128B Groth16 container verified on Solana with a single pairing check. | [Whitepaper](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/37_Recursive_ZK_Mesh_Proof_Folding/WHITEPAPER.md) | [run_proof.py](https://huggingface.co/TheAiCollectiveART/zymatica.space/blob/main/37_Recursive_ZK_Mesh_Proof_Folding/run_proof.py) |
 
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