Projects
Work In ProgressDynamic proof of craft.
Organized as MVP clusters, not a flat list. Most entries are concept-stage wireframes — hands-on PoCs land here as they ship.
Knowledge Graph Construction
Source-to-ontology mappings, RML/OTTR pipelines, validated ingestion.
Biomedical & Clinical Trial GraphRAG
Ingesting complex trial documents into a spatial/temporal KG to enable hypothesis generation and complex semantic search.
DraftScalable Semantic Data Pipeline
An automated data engineering pipeline using modern tools to continuously ingest and map disparate SQL data into an RDF/Property graph ontology.
DraftRML-to-RDF Construction Pipeline
MVP wireframe for a source-to-ontology mapping pipeline: RML mappings, SHACL-gated validation, and named-graph loading.
Semantics & Ontologies
Modular ontology design, SHACL shapes, controlled vocabularies.
Modular Ontology Starter Kit
MVP wireframe for a reusable ontology module template: core + domain + bridge + SHACL shapes, wired for owl:imports from day one.
Semantic Portfolio Framework
The first version of this site: a fast public portfolio designed to grow into an interactive knowledge graph and applied AI lab.
Visualizations
Making graph structure and inference legible to humans.
KG Explorer
SPARQL-native tools for querying and navigating a graph.
Ontology Explorer
A docs-style browser and hop-based graph visualizer for RDF, RDFS, OWL, SHACL, PROV-O, QUDT, SAREF, and BFO — navigate class hierarchies, inspect SHACL constraints, and explore neighborhoods by hop distance.
DraftSPARQL-Native KG Explorer
MVP wireframe for a lightweight explorer: type-ahead entity search, one-hop neighborhood view, and a raw SPARQL escape hatch.
Graph Machine Learning
Embeddings, link prediction, node classification on graph data.
Temporal Knowledge Graph Forecaster
Link prediction and node state forecasting over time-evolving knowledge graphs, designed to track state change events and predict future connections.
DraftSupplier Risk & Procurement Graph
A graph-based approach connecting suppliers, parts, geographical risks, and lead times to predict supply bottlenecks using Graph ML.
DraftLink Prediction Playground
MVP wireframe for benchmarking graph embedding models (node classification, link prediction) against a small RDF-derived dataset.
Geospatial KGs & GIS
Where knowledge graphs meet maps, coordinates, and spatial reasoning.
Spatial Semantic Reasoner
A spatial reasoning framework that binds ontology instances to coordinate reference frames, synchronizing geographic features with their knowledge graph representations.
DraftGeospatial Knowledge Graph × GIS
MVP wireframe for binding ontology instances to coordinate reference frames, so a knowledge graph and a map stay in sync.
Governing MCP Boxes
SHACL-gated tool access so agents act only on validated facts.
Governed LLM Agents × MCP
SHACL-gated tool validation layers so agents operating via Model Context Protocol can only execute actions and queries that adhere to formal semantic constraints.
DraftMulti-Agent System for Industrial Automation
Using Model Context Protocol (MCP) servers to allow autonomous agents to interact with a manufacturing digital twin, querying real-time sensor data.
DraftGoverned MCP: SHACL-Gated Agent Tools
MVP wireframe for an MCP server that exposes a knowledge graph and SHACL validation as tools, so agents act only on governed, validated facts.