Open Semantic Interchange through ISO 10646: A Specification for Deterministic Cross-Lingual AI Tokenization

The fundamental architecture of contemporary artificial intelligence relies on subword tokenization methods, such as Byte-Pair Encoding (BPE) and unigram language modeling, to partition continuous text into discrete i...

This page is a compact recovered-source summary. The raw source files are retained in sources/recovered/raw/ for audit, while this public page stays small enough for targeted LLM retrieval.

Source And Provenance

Source domains: aiwikis.org
Source records in group: 4
Duplicate resolution: exact-normalized-duplicate
Primary raw archive: sources/recovered/raw/aiwikis-org/raw-system-archives-justaniota-intake-processing-2026-05-04-architectural-lingui-61671d741171.md
Local source paths:
raw/system-archives/justaniota/intake-processing/2026-05-03/agent-file-handoff/Improvement/AI Multilingual Text Encoding Specification.md
raw/system-archives/justaniota/intake-processing/2026-05-03-iota1-converter-architecture/agent-file-handoff/Improvement/AI Multilingual Text Encoding Specification.md
raw/system-archives/justaniota/intake-processing/2026-05-04-architectural-linguistic-synthesis/agent-file-handoff/Improvement/AI Multilingual Text Encoding Specification.iota1-architecture-2.md
raw/system-archives/justaniota/intake-processing/2026-05-04-architectural-linguistic-synthesis/agent-file-handoff/Improvement/AI Multilingual Text Encoding Specification.md

Recovered Structure

**Open Semantic Interchange through ISO 10646: A Specification for Deterministic Cross-Lingual AI Tokenization**
**Theoretical Linguistics: The Dictionary-Free Interlingua**
**The Cryptographic Medium: ISO 10646 and the Supplementary Private Use Areas**
**Vector Quantization and Locality-Sensitive Hashing**
**Bit-Level Specification for the Converter Architecture**
**Emergent Semantics: Eradicating the LLM Embedding Table**
**Pipeline Engineering: Software Architecture of the Converter**
**Stage 1: Natural Language Parsing and Semantic Decomposition**
**Stage 2: Continuous Vector Projection and Hypergraph Generation**
**Stage 3: Hashing, Quantization, and Bit-Masking**
**Stage 4: ISO 10646 Serialization and Output Generation**
**Implementation Examples: From Natural Language to Single Characters**
**Open Source Deployment and Web Integration Strategy**
**Works cited**

Retrieval Notes

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Treat source-site authority boundaries as active: LLMWikis.org remains the handbook source, UAIX.org remains canonical for UAI-1, and AIWikis.org is the dogfood memory site.
Unique source variants were not silently discarded; they are listed in the duplicate-resolution report and preserved under the recovered raw archive.

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