Repositories

All repositories live under the geul-org GitHub organization.

Language

geul

A semantically-aligned artificial language and binary stream format for AI.

A 2-byte (65,536 symbols) language system designed for unambiguous communication between humans and AI. Every statement carries its source, timestamp and confidence level. Every entity has a unique identifier. The stream format operates in 16-bit units, defining 10 packet types (Verb Edge, Entity Node, Triple Edge, etc.) under a 10-bit prefix scheme.

Grammar

geul-verb

Verb SIDX 16-bit codebook (WordNet-based).

Maps WordNet verb synsets to 16-bit codes for use in GEUL Verb Edge packets. Provides the verb vocabulary that the stream format consumes.

geul-entity

Entity SIDX 48-bit codebook (Wikidata-based).

Encodes Wikidata entities into 48-bit structured identifiers. Defines entity types, designs per-type attribute schemas and builds the codebooks that SILK consumes.

geul-quantities

Quantity Node codebook.

Defines the encoding scheme for quantity values — numbers with units, ranges and precision — used in GEUL Quantity Node packets.

geul-ast

AST Edge codebook.

Defines the encoding scheme for abstract syntax tree edges, enabling structured code representation within the GEUL stream format.

Search

silk

SILK (Symbolic Index for LLM Knowledge) — a neuro-symbolic search architecture.

Searches with 64-bit integers. No vector DB, no ANN graph, no embedding model required. A single NumPy bitwise AND searches 100 million records and the core claim is that Python alone outperforms optimized C++/Rust vector search. Provides a hybrid query pipeline combining codebook lookup with LLM assistance.

Website

geul-org

The source code for this website.

A Hugo static site generator supporting 12 languages. Deployed via S3 + CloudFront, with a CloudFront Function handling language detection and clean URLs.