Most data comes from closed-world systems — forms, sensors, logs — with known schemas. Yet the RDF community often says: adopt the full semantic web stack or nothing.
My latest post explores practical RDF for closed-world systems:
- When closed-world makes sense
- Real examples: sensors, IoT, forms
- How Netflix uses RDF+SHACL at scale
- New SHACL 1.2 features
Read more: https://www.bergnet.org/2026/03/closed-world-systems/
#RDF #SHACL #JSON-LD #Ontop
Bringing Semantics to Closed-World Systems

The origin of most data in the world comes from closed-world systems. Forms, logging systems, and sensors all generate data in predefined structures where the schema is known in advance. Yet when peop

bergis universe of software, hardware and ideas
In this blog post at https://s.gwdg.de/m5Bu3L I showcase the #NFDI4BIOIMAGE (@nfdi4bioimage, @[email protected]) #knowledgegraph and its function as a registry for public #OMERO image data repositories and their respective #SPARQL endpoints. Annotated #bioimage data has become part of the #semanticweb. @joshmoore @Andrawaag #nfdi #metadata #KnowledgeGraphs #ontop #r2rml #rdf
Linked Open Data for Bioimaging

This post demonstrates the NFDI4BIOIMAGE Knowledge Graph (N4BIKG). Many aspects of this project are still very much in the flow including a consensus on which ontologies and terms to employ, how to define various namespaces and much more. These issues left aside, I focus on two components: First, the "core" KG contains information about the NFDI4BIOIMAGE consortium, it's participating institutions and people working in or for NFDI4BIOIMAGE, publications (via zenodo records submitted to the NFDI4BIOIMAGE community) and some more.

SciComp Blog
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Castiglione di Sicilia

#Sicilia #Berge #Mountain #OnTop #Cycling

Good morning!
Imagine this is happening to you as you open your eyes 👀.

Have a terrific titty Tuesday.

#TittyTuesday #Milf #Tits #Boobs #Nipplicious #YourPOV #OnTop #NSFW

Linking metadata in electronic lab notebook #OpenBIS with metadata in the
#bioimage resource #Omero: How many images are present in omero for a given sample in OpenBIS?
At #mpievolbio, to answer this and similar questions,
we map both resources to #RDF #KnowledgeGraphs using the #ontop framework,
serve the materialized #KGs via #qLever (https://qlever.cs.uni-freiburg.de) and run a #SPARQL query. Answered in no time! @nfdi4bioimage #LinkedOpenData #FAIR #MicrobialPopulationBiology @ontop
The QLever SPARQL engine: fast, scalable, with autocompletion and text search

Anonymous messages!

Anonymous messages!

@danbri saw you where looking to store rdf in sqllite. Without a JVM I can say that #ontop can be compiled to a native executable with #duckdb.