Output

Agentic Response

Here is the raw agent response from maseo agents, which indicates that agents captured the conceptualization of the ontology engineer process. Here is the conceptualization structure of the generated raw response. After generating the raw agent response, the maseo pipeline will parse the response into legal ontology source code.

[
  {
  "Type": "owl:Class",
  "Name": "Bouquet",
  "Comment": "The aroma of a wine, particularly after aging.",
  "Label": "Bouquet",
  "Rationale": [
    {
      "agent": "Ontology Generation Agent",
      "change": "Created class Bouquet",
      "reason": "Specific characteristic mentioned in CQ6."
    }
  ],
  "Source": [
    {
      "sourcetype": "competency_question",
      "content": "CQ6: Does a bouquet or body of a specific wine change with vintage year?"
    }
  ],
  "Axiom": "<rdfs:subClassOf rdf:resource='http://www.semanticweb.org/myontology#WineCharacteristic'/>"
 },
 ...
]

Generated Entity Structure

The MASEO pipeline generates ontology follows the RDF/XML format, as a series of ontology entity. Each generated ontology entity is a structured object with the following fields:

Field	Definition	Example value
Type (rdf:type)	Indicates whether the entity is an owl:Class, owl:ObjectProperty, or owl:DatatypeProperty.	:Player rdf:type owl:Class; :hasUsername rdf:type owl:DatatypeProperty
Label (rdfs:label)	Provides a human-readable name for the entity.	"Player" ; "has username"
Comment (rdfs:comment)	Provides a textual description of the meaning of the entity.	"A person who plays games." ; "Relates a player to the player's username."
Rationale (vaem:rationale)	Records the justification for entity creation or modification across refinement iterations.	"Derived from CQ [number] about the username of a player."
Source (dc:Source)	Records the CQ or validation feedback from which the entity or revision was derived.	"What is the username of the player?"
Subclass of (rdfs:subClassOf)	(Classes only) Records subclass relations or logical restrictions involving the class.	:Player rdfs:SubClassOf :Human
Disjointness (owl:disjointWith)	(Classes only) Declares that two classes are mutually exclusive, meaning that no individual can belong to both classes at the same time.	:Player owl:disjointWith :Game
Domain (rdfs:domain)	(Properties only) Specifies the class to which a property applies.	:hasUsername rdfs:domain :Player
Range (rdfs:range)	(Properties only) Specifies the value type or class associated with a property.	:hasUsername rdfs:range xsd:string
Other Axioms	Captures logical constraints as structured XML comments to preserve modeling intent.	<!-- Axiom: Disjoint with Game --> (captured as comments)

Example output

<owl:Class rdf:about="http://www.semanticweb.org/myontology#Player">
  <dc:source>CQ1, CQ3; HermiT: conflict; OOPS P10</dc:source>
  <vaem:rationale>
    [Logical Consistency Agent] Fixed subClassOf error;
    [Ontology Pitfall Agent] Added disjointness.
  </vaem:rationale>
  <owl:disjointWith rdf:resource='#GameEvent'/>
</owl:Class>

<owl:ObjectProperty rdf:about="http://www.semanticweb.org/myontology#triggersEvent">
  <rdfs:domain rdf:resource="http://www.semanticweb.org/myontology#Player"/>
  <rdfs:range rdf:resource="http://www.semanticweb.org/myontology#GameEvent"/>
  <dc:source>HermiT: introduced to resolve Player unsatisfiability</dc:source>
  <vaem:rationale>[Logical Consistency Agent] Created to correctly model player-event relationship.</vaem:rationale>
</owl:ObjectProperty>