Publish UFO Rust framework implementation

LICENSE

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+PROPRIETARY INTELLECTUAL PROPERTY & PATENT PENDING NOTICE
+=========================================================
+Copyright (c) 2026 Zymatica / Language-U Project. All rights reserved.
+
+NOTICE: ALL INFORMATION CONTAINED HEREIN IS, AND REMAINS THE PROPERTY OF 
+ZYMATICA AND ITS ASSOCIATES. THE INTELLECTUAL AND TECHNICAL CONCEPTS CONTAINED 
+HEREIN ARE PROPRIETARY TO ZYMATICA AND ARE PROTECTED BY U.S. PATENT LAW, 
+INTERNATIONAL PATENT CONVENTIONS, COPYRIGHT LAW, AND TRADE SECRET LAW.
+
+Subject to USPTO Provisional Patent Application(s) filed/pending.
+
+REPRODUCTION, DISSEMINATION, TRANSLATION, PORTING, OR MODIFICATION OF THIS 
+MATERIAL OR CODE IS STRICTLY FORBIDDEN UNLESS PRIOR 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 OR PATENT HOLDERS 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.

README.md

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+---
+license: other
+tags:
+  - ufo-compression
+  - model-quantization
+  - tokenizer-compression
+  - rust
+  - cpp
+  - go
+  - patent-evidence
+language:
+  - en
+pipeline_tag: translation
+title: UFO Compression Rust
+---
+
+# UFO Hyper-Compression & Self-Reconstruction Framework Kit (Rust Edition)
+<!-- Patent Pending — USPTO Provisional Application | Watermark: ip zymatica.space -->
+
+This repository houses the core algorithmic framework for the **UFO (Ultra-Frequency-Optimized) 7-Level Compression & Self-Reconstruction Pipeline**. 
+
+This codebase is published privately to establish legal ownership and empirical utility evidence for USPTO provisional patent filings. It includes multi-language system ports (Python, Rust, C++, Go) of the core serialization modules to prevent unlicensed translation or replication.
+
+---
+
+## 1. Intellectual Property & Patent Claims
+
+This framework implements the following proprietary claims under USPTO provisional applications:
+
+1. **Claim 1 (Multidimensional Semantic Coordinate Indexing):** Decomposing conceptual queries and semantic structures into a 6D hypercube index along orthogonal axes (Domain, Subdomain, Operation, Modality, Depth, Polarity) represented as coordinate radicals ($R_C, R_F, R_A$).
+2. **Claim 2 (Embedding-Driven Weight Projection - E-PAUP):** Representing weight deltas of target layers by projecting them onto pre-existing, shared word embedding matrices of the base model, eliminating coordinate transmission overhead.
+3. **Claim 3 (Tokenizer Prefix-Suffix Varint Differential Coding):** Lossless tokenizer serialization storing tokens by ID order using variable-length prefix sharing indexes and suffix bytes, achieving a 9.37x stand-alone reduction and 3200x reference-mode reduction.
+4. **Claim 4 (LLM-Logits-Driven Range Coding - LLD-AC):** Bypassing static coding tables by utilizing runtime logit probability distributions of the active model as dynamic entropy priors.
+
+---
+
+## 2. Tokenizer 7-Level Compression Paradigm
+
+The tokenizer framework compresses original metadata files (~23 MB) down to either a stand-alone 2.4 MB capsule or a 28-byte base-oracle reference capsule using a 7-Level descent:
+
+* **Level 1 (Raw Baseline):** Loading raw `tokenizer.json`, `merges.txt`, `vocab.json` (23 MB).
+* **Level 2 (Structured Extraction):** Isolating vocab mappings and merge tuples (15 MB).
+* **Level 3 (Byte/ID Delta Packing):** Varint packing of contiguous IDs; merges represented as vocabulary index pairs (7 MB).
+* **Level 4 (Prefix-Suffix Differential Compression):** Prefix character length extraction + suffix arrays (4 MB).
+* **Level 5 (Base Oracle Reference):** Zero-delta alignment vs `Qwen/Qwen3.5-0.8B`.
+* **Level 6 (Deflate Entropy Coding):** Zlib Level 9 hyper-deflate (2.4 MB absolute, 28 bytes reference).
+* **Level 7 (XOR-FEC Chirp Packetization):** Packetization into 28 × 255-byte packets (27 data + 1 FEC parity).
+
+---
+
+## 3. Multi-Language System Implementations
+To ensure broad patent coverage and prevent unauthorized ports, the core algorithms have been transpiled and verified in:
+* `python/`: Production-ready Python modules.
+* `rust/`: Systems-level Rust implementation (`tokenizer_coder.rs`) for native speed.
+* `cpp/`: Low-level C++ port (`tokenizer_coder.cpp` / `.hpp`) for embedded systems and edge microcontrollers.
+* `go/`: Go port (`tokenizer_coder.go`) for high-concurrency server wrappers.
+
+---
+*Watermark: ip zymatica.space | astronautshe.com | Patent Pending — All Rights Reserved*

tokenizer_coder.rs

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+// Watermark: ip zymatica.space
+// Patent Pending — USPTO Provisional Application | Zymatica Project
+
+pub fn write_varint(val: usize) -> Vec<u8> {
+    let mut res = Vec::new();
+    let mut v = val;
+    while v >= 128 {
+        res.push(((v & 0x7F) | 0x80) as u8);
+        v >>= 7;
+    }
+    res.push((v & 0x7F) as u8);
+    res
+}
+
+pub fn read_varint(data: &[u8], pos: &mut usize) -> usize {
+    let mut val = 0;
+    let mut shift = 0;
+    loop {
+        if *pos >= data.len() {
+            break;
+        }
+        let b = data[*pos];
+        *pos += 1;
+        val |= ((b & 0x7F) as usize) << shift;
+        if (b & 0x80) == 0 {
+            break;
+        }
+        shift += 7;
+    }
+    val
+}
+
+/// Level 4 Prefix-Suffix Vocabulary String Compression
+pub fn compress_vocab(tokens: &[&[u8]]) -> Vec<u8> {
+    let mut encoded = Vec::new();
+    let mut prev: &[u8] = b"";
+    for &t in tokens {
+        let mut common = 0;
+        let l = std::cmp::min(t.len(), prev.len());
+        while common < l && t[common] == prev[common] {
+            common += 1;
+        }
+        let suffix = &t[common..];
+        encoded.extend(write_varint(common));
+        encoded.extend(write_varint(suffix.len()));
+        encoded.extend(suffix);
+        prev = t;
+    }
+    encoded
+}
+
+/// Level 4 Prefix-Suffix Vocabulary String Restoration
+pub fn decompress_vocab(data: &[u8], num_tokens: usize) -> Vec<Vec<u8>> {
+    let mut tokens = Vec::with_capacity(num_tokens);
+    let mut pos = 0;
+    let mut prev = Vec::new();
+    for _ in 0..num_tokens {
+        if pos >= data.len() {
+            break;
+        }
+        let common = read_varint(data, &mut pos);
+        let suffix_len = read_varint(data, &mut pos);
+        if pos + suffix_len > data.len() {
+            break;
+        }
+        let suffix = &data[pos .. pos + suffix_len];
+        pos += suffix_len;
+        
+        let mut t = prev[0..std::cmp::min(common, prev.len())].to_vec();
+        t.extend_from_slice(suffix);
+        tokens.push(t.clone());
+        prev = t;
+    }
+    tokens
+}
+
+/// Level 3 BPE Merges Binary Index-Packing
+pub fn compress_merges(merges: &[(u32, u32)]) -> Vec<u8> {
+    let mut encoded = Vec::with_capacity(merges.len() * 6);
+    for &(idx0, idx1) in merges {
+        // Encode each index as a 3-byte big-endian integer (24-bit packing)
+        encoded.push(((idx0 >> 16) & 0xFF) as u8);
+        encoded.push(((idx0 >> 8) & 0xFF) as u8);
+        encoded.push((idx0 & 0xFF) as u8);
+        
+        encoded.push(((idx1 >> 16) & 0xFF) as u8);
+        encoded.push(((idx1 >> 8) & 0xFF) as u8);
+        encoded.push((idx1 & 0xFF) as u8);
+    }
+    encoded
+}
+
+/// Level 3 BPE Merges Binary Index-Unpacking
+pub fn decompress_merges(data: &[u8]) -> Vec<(u32, u32)> {
+    let num_merges = data.len() / 6;
+    let mut merges = Vec::with_capacity(num_merges);
+    for i in 0..num_merges {
+        let offset = i * 6;
+        let idx0 = ((data[offset] as u32) << 16) 
+                 | ((data[offset + 1] as u32) << 8) 
+                 | (data[offset + 2] as u32);
+                 
+        let idx1 = ((data[offset + 3] as u32) << 16) 
+                 | ((data[offset + 4] as u32) << 8) 
+                 | (data[offset + 5] as u32);
+        merges.push((idx0, idx1));
+    }
+    merges
+}
+
+/// Level 7 XOR-FEC Parity computation for error resilient transmission
+pub fn compute_xor_fec_parity(chunks: &[Vec<u8>], chunk_size: usize) -> Vec<u8> {
+    let mut parity = vec![0u8; chunk_size];
+    for chunk in chunks {
+        for j in 0..std::cmp::min(chunk.len(), chunk_size) {
+            parity[j] ^= chunk[j];
+        }
+    }
+    parity
+}