Publish Zymatica Voice LLM hepta-architecture showcase codebases

02_Cuneiform_U_Hypercube_Yin/WHITEPAPER.md

@@ -1,5 +1,5 @@
 # ZYMATICA: Cuneiform-U Semantic Hypercube System (Yin)
-*IP Class 02 (Yin) | Zymatica License*
+*IP Class 02 | Zymatica License*
 
 ![Zymatica Logo](https://huggingface.co/TheAiCollectiveART/zymatica.space/resolve/main/Logo.jpg)
 

03_Cuneiform_U_Production_Engine_Yang/WHITEPAPER.md

@@ -1,58 +1,58 @@
-# ZYMATICA: Cuneiform-U Production Engine (Yang)
-*IP Class 02 (Yang) | Zymatica License*
-
-![Zymatica Logo](https://huggingface.co/TheAiCollectiveART/zymatica.space/resolve/main/Logo.jpg)
-
-> *"The impossible is just code waiting to be written, physics waiting to be rewritten, math a work in progress, and truth waiting to be discovered."*
-
----
-
-## 1. Technical Overview & Architecture
-
-The **Cuneiform-U Production Engine (Yang)** represents the high-performance, edge-ready execution engine designed to serialize and compress 6-dimensional coordinate states. While the **Cuneiform-U Hypercube (Yin)** defines the semantic mapping coordinate spaces, the **Production Engine (Yang)** provides the concrete mathematical implementation of the entropy coder.
-
-The engine uses a **32-bit Integer Range Coder** coupled with a **Hierarchical Markov Radical Predictor**. During serialization, each 6D coordinate is decomposed into three 8-bit symbols:
-1. **Classifier Radical ($R_C$)**: Domain and Subdomain indexes.
-2. **Factor Radical ($R_F$)**: Operation and Modality indexes.
-3. **Active Radical ($R_A$)**: Depth and Polarity indexes.
-
----
-
-## 2. Mathematical Logic & Probability Updates
-
-The probability estimation uses a Laplace-smoothed conditional observation count. The cumulative frequencies for the range coder interval updates are computed as:
-
-$$P(S_t | S_{t-1}) = \frac{count(S_{t-1} \to S_t) + \alpha}{\sum_{s} count(S_{t-1} \to s) + 256 \alpha}$$
-
-Where:
-*   $\alpha$ is the Laplace smoothing parameter.
-*   $weight$ is the observation count increment.
-
-The range coder updates the active intervals $[Low, High)$ using 32-bit integer boundaries:
-
-$$RangeWidth = High - Low + 1$$
-$$High = Low + \lfloor \frac{RangeWidth \times CumHigh}{Total} \rfloor - 1$$
-$$Low = Low + \lfloor \frac{RangeWidth \times CumLow}{Total} \rfloor$$
-
-Renormalization is executed continuously as bits are emitted or read, preventing numerical underflow and overflow under 32-bit unsigned bounds.
-
----
-
-## 3. Verification & Testing
-
-Verify the local Python proof:
-```bash
-python run_proof.py
-```
-
-Parity outputs demonstrate 100% lossless compression and decompression under extreme coordinate boundaries.
-
----
-
-## 4. Authors & The AI Collective
-This project is a collaborative effort by **TheAiCollective.art**:
-*   **zymatica.space:** Core framework architect and developer.
-*   **astronautshe.com:** Edge systems engineer and developer.
-*   **DevsOne:** Hybrid agentic developer.
-
-*We Are TheAiCollective.art*
+# ZYMATICA: Cuneiform-U Production Engine (Yang)
+*IP Class 03 | Zymatica License*
+
+![Zymatica Logo](https://huggingface.co/TheAiCollectiveART/zymatica.space/resolve/main/Logo.jpg)
+
+> *"The impossible is just code waiting to be written, physics waiting to be rewritten, math a work in progress, and truth waiting to be discovered."*
+
+---
+
+## 1. Technical Overview & Architecture
+
+The **Cuneiform-U Production Engine (Yang)** represents the high-performance, edge-ready execution engine designed to serialize and compress 6-dimensional coordinate states. While the **Cuneiform-U Hypercube (Yin)** defines the semantic mapping coordinate spaces, the **Production Engine (Yang)** provides the concrete mathematical implementation of the entropy coder.
+
+The engine uses a **32-bit Integer Range Coder** coupled with a **Hierarchical Markov Radical Predictor**. During serialization, each 6D coordinate is decomposed into three 8-bit symbols:
+1. **Classifier Radical ($R_C$)**: Domain and Subdomain indexes.
+2. **Factor Radical ($R_F$)**: Operation and Modality indexes.
+3. **Active Radical ($R_A$)**: Depth and Polarity indexes.
+
+---
+
+## 2. Mathematical Logic & Probability Updates
+
+The probability estimation uses a Laplace-smoothed conditional observation count. The cumulative frequencies for the range coder interval updates are computed as:
+
+$$P(S_t | S_{t-1}) = \frac{count(S_{t-1} \to S_t) + \alpha}{\sum_{s} count(S_{t-1} \to s) + 256 \alpha}$$
+
+Where:
+*   $\alpha$ is the Laplace smoothing parameter.
+*   $weight$ is the observation count increment.
+
+The range coder updates the active intervals $[Low, High)$ using 32-bit integer boundaries:
+
+$$RangeWidth = High - Low + 1$$
+$$High = Low + \lfloor \frac{RangeWidth \times CumHigh}{Total} \rfloor - 1$$
+$$Low = Low + \lfloor \frac{RangeWidth \times CumLow}{Total} \rfloor$$
+
+Renormalization is executed continuously as bits are emitted or read, preventing numerical underflow and overflow under 32-bit unsigned bounds.
+
+---
+
+## 3. Verification & Testing
+
+Verify the local Python proof:
+```bash
+python run_proof.py
+```
+
+Parity outputs demonstrate 100% lossless compression and decompression under extreme coordinate boundaries.
+
+---
+
+## 4. Authors & The AI Collective
+This project is a collaborative effort by **TheAiCollective.art**:
+*   **zymatica.space:** Core framework architect and developer.
+*   **astronautshe.com:** Edge systems engineer and developer.
+*   **DevsOne:** Hybrid agentic developer.
+
+*We Are TheAiCollective.art*

04_Genesis_Protocol/WHITEPAPER.md

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 # ZYMATICA: Genesis Protocol (Procedural Seed Architecture)
-*IP Class 03 | Zymatica License*
+*IP Class 04 | Zymatica License*
 
 ![Zymatica Logo](https://huggingface.co/TheAiCollectiveART/zymatica.space/resolve/main/Logo.jpg)
 

05_Procedural_Seed_Format/WHITEPAPER.md

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 # ZYMATICA: ProceduralSeed File Format (.LLM / .genesis)
-*IP Class 04 | Zymatica License*
+*IP Class 05 | Zymatica License*
 
 ![Zymatica Logo](https://huggingface.co/TheAiCollectiveART/zymatica.space/resolve/main/Logo.jpg)
 

06_Chirp_Packetization/WHITEPAPER.md

@@ -1,5 +1,5 @@
 # ZYMATICA: Chirp Packetization & FEC Scheme (28/78 chirps)
-*IP Class 05 | Zymatica License*
+*IP Class 06 | Zymatica License*
 
 ![Zymatica Logo](https://huggingface.co/TheAiCollectiveART/zymatica.space/resolve/main/Logo.jpg)
 

07_SVD_DCT_Compression/WHITEPAPER.md

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 # ZYMATICA: SVD/DCT Compression & Reconstructor Pipeline
-*IP Class 06 | Zymatica License*
+*IP Class 07 | Zymatica License*
 
 ![Zymatica Logo](https://huggingface.co/TheAiCollectiveART/zymatica.space/resolve/main/Logo.jpg)
 

08_LLD_AC_Range_Coding/WHITEPAPER.md

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 # ZYMATICA: LLM-Logits-Driven Range Coding (LLD-AC)
-*IP Class 07 | Zymatica License*
+*IP Class 08 | Zymatica License*
 
 ![Zymatica Logo](https://huggingface.co/TheAiCollectiveART/zymatica.space/resolve/main/Logo.jpg)