Projects

Three threads, one entity.

Each project reads the conditions of a different system — relational data, graph-oriented data, manufacturing telemetry — and turns that reading into structured signal. Different domains, same shape.

Aegir
active

Hierarchical sequence modeling with dynamic chunking.

A hierarchical sequence model for semantic column annotation and cross-table data-element discovery on relational data.

docs →
Gaius
active

A terminal interface for navigating graph-oriented data domains.

Projects high-dimensional embeddings onto a 19×19 grid. Combines a Go-board metaphor with topological data analysis to surface structural patterns in knowledge bases and document collections.

github →
(stealth)
stealth

Event-sourced actor system for distributed manufacturing.

Process-separated architecture using Apache Kudu for event persistence and Aeron IPC for sub-microsecond inter-process messaging. In stealth — contact for details.

in stealth — contact for details