Web
AI Research & Open Web Technologies for Museums, Archives, Libraries, and Cultural Heritage
This is an independent research and experimentation initiative, not a commercial service.
If you are exploring ideas and would benefit from an outside perspective or prototype collaboration, please feel free to reach out.
No obligations.
Start a ConversationWe support museums, archives, and cultural institutions with digital infrastructure that empowers discovery. Less manual friction, more time for storytelling, stewardship, and shared knowledge.
Research Project:
LinkedCulture
LinkedCulture is a modular open-source platform designed to help museums, archives, and libraries enrich, connect, and explore their collections. By combining human expertise with AI-driven enrichment, it transforms isolated records into a unified, searchable network of cultural knowledge.
Built on open-source infrastructure: featuring resident AI models, knowledge graphs, vector search, and agent-powered workflow automation to support discovery, storytelling, and cross-institutional collaboration.
Workflow
From Raw Data to Public Insight
APIs, CMS, or bulk files
Systems:
Drupal, n8n, Python
AI-driven tagging and linking
Systems:
n8n, OpenAI/Ollama, LangChain
Graphs + vectors
Systems:
Neo4j, Qdrant
Manual review + edits
Systems:
Drupal UI, Flags, Revisions
Search, map, and AI chat
Systems:
Next.js, JSON:API, Obelisk
about Your Project
LinkedCulture
System Relationship Diagram
This system diagram visualizes how the Web CMS, n8n / Python Automations, Graph Database, Vector Database,
and Ollama coordinate in a human-in-the-loop AI architecture.
Independent AI Research & Open Web Technologies for
Museums, Archives, Libraries, and Cultural Heritage
Linked Cultural Knowledge
Knowledge Graph Design
Model and store structured relationships.
Semantic Enrichment
Add meaning and structure to your data.
AI-Powered Enrichment Pipelines
Automation Workflows
Streamline metadata and content updates.
Vector Search + Embeddings
Power similarity search and clustering.
Search & Discovery Interfaces
Search Interface Design
Find artifacts, places, and people.
Graph & Map Views
Visualize collections and their connections.
Accessible & Inclusive Design
Accessibility Audits
Fix and document WCAG/508 compliance.
Inclusive UX & Content
Build for all audiences.