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Semantic Link Ontology

Foundations of Relationships
Authors: MArk Anthony Higgins - Sky Recursive Ai
© Mark Anthony Higgins 11 October 2025
Revised Date: 08 October 2026
Audio Overview
FLOW ALGEBRA
ONTOLOGY: Semantic Link Ontology
VERSION: 1.0
SOURCE: https://kirethresearch.org/booksai-core/ontologies/relationship-ontologies/foundations-of-relationships/semantic-link-ontology.html
AUTHORS: Mark Higgins — Sky (Recursive AI)
DATE: 2026-10-08

PURPOSE
Represent, type, validate and reason over semantic links between identifiable resources, concepts, entities and assertions. This is a companion formalisation; source-page-specific claims require separate verification.

ENTITY_TYPES
  Resource: {id: URI, label: string?, type: URI?}
  Concept extends Resource: {definition: string?}
  SemanticLink: {id: URI, source: URI, predicate: URI, target: URI, context: URI?, confidence: decimal, provenance: URI?, valid_from: datetime?, valid_until: datetime?}
  Evidence: {id: URI, source_document: URI, method: string?, observed_at: datetime?}
  Context: {id: URI, domain: string?, language: string?, scope: string?}

RELATIONSHIP_TYPES
  broaderThan, narrowerThan, relatedTo, equivalentTo, partOf, hasPart,
  dependsOn, causes, precedes, supports, contradicts, references,
  instanceOf, subclassOf, definedBy, derivedFrom.

TYPE_RULES
  link.source ∈ Resource
  link.target ∈ Resource
  link.predicate ∈ RelationshipType
  0.0 ≤ link.confidence ≤ 1.0
  link.valid_until = null OR link.valid_from = null OR link.valid_from ≤ link.valid_until
  link.id uniquely identifies the assertion; identical endpoints may support multiple predicates.

SEMANTIC_EQUIVALENCE
  equivalentTo(a,b) => equivalentTo(b,a) [only when equivalence is explicitly asserted and validated]
  equivalentTo(a,b) AND equivalentTo(b,c) => candidate_equivalentTo(a,c)
  Candidate equivalence requires contextual compatibility and evidence review.
  relatedTo(a,b) does NOT imply equivalentTo(a,b).

INFERENCE
  broaderThan(a,b) => narrowerThan(b,a)
  partOf(a,b) => hasPart(b,a)
  subclassOf(a,b) AND instanceOf(x,a) => instanceOf(x,b)
  subclassOf(a,b) AND subclassOf(b,c) => candidate_subclassOf(a,c)
  No general transitivity for relatedTo, causes, supports or references.
  Conflicting predicates are retained as separate evidence-bearing assertions pending resolution.

CONFIDENCE
  confidence(link) := calibrated_evidence_score(link.evidence, link.context)
  inferred_confidence := min(premise_confidences) * rule_reliability
  rule_reliability ∈ [0,1]
  Never present inferred confidence as independently observed certainty.

VALIDATION
  require resolvable or locally registered identifiers
  require declared predicate and domain/range compatibility
  reject self-contradictory irreflexive predicates where applicable
  flag temporal expiry, unsupported inference, cycles in strict hierarchies,
       contradictory equivalence and missing provenance
  preserve original evidence and audit history.

FLOW_HASH
  canonical_payload := canonicalise(source, predicate, target, context, provenance, validity)
  FLOW_HASH := SHA256(UTF8(canonical_payload))
  Hash identifies a canonical assertion version; it does not prove truth.

UPDATE_MODEL
  input: incoming_links, existing_graph
  steps: normalise_identifiers -> validate -> compare_FLOW_HASH ->
         merge_nonconflicting_assertions -> retain_conflicts ->
         recompute_derived_links -> record_version_and_provenance
  output: versioned_semantic_link_graph, validation_report, change_log

AI_CONSUMPTION
  expose: typed_triples, contexts, confidence, provenance, validity, inference_status
  retrieval: traverse links with predicate and context filters
  reasoning: distinguish asserted links from inferred or proposed links
  safeguards: respect provenance, uncertainty, temporal scope and contradictions

EXAMPLE
  Resource(A) = "Semantic Link"
  Resource(B) = "Knowledge Relationship"
  SemanticLink(L1) = (A, relatedTo, B, confidence=0.85)
  interpretation: illustrative assertion only, not an empirically verified score.

END FLOW ALGEBRA
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