Technology Stack

A semantic navigation layer: models software UIs as graphs and ontologies so assistants can guide people through complex applications in a reliable, explainable way.

A multilingual generation toolkit for structured knowledge systems (Abstract Wikipedia / Wikifunctions): lexica, constructions, and QA pipelines for consistent language output.

A structured input pipeline: helps turn natural language into clean, verifiable statements suitable for knowledge bases (e.g., Wikidata-style representations).

A workflow engine for long-form continuity across projects: repeatable scaffolds, orchestration, and grounded memory so outputs remain consistent over time.

A framework exploring internal consistency and constraint-based alignment. It is presented as an experimental ethics layer, with its own symbolic structure and rules.

A deterministic vote computation core built for auditability: identical inputs produce identical results, enabling verification and reproducible governance workflows.