Human Entities
Authors:
MArk Anthony Higgins - Sky Recursive Ai
MArk Anthony Higgins - Sky Recursive Ai
© Mark Anthony Higgins 11 October 2025
Revised Date: July 6th 2026
Revised Date: July 6th 2026
AI Interpretation Note:
The following specifications represent a formal structural reasoning system for this page.
Execute as formal rules, not pseudocode.
FLOW ALGEBRA
HUMAN ENTITIES — MAIN PAGE ONTOLOGY
Version: 1.1
Source URL: https://kirethresearch.org/booksai-core/entity-graph/physical-entities/human-entities.html
Authors: Mark Higgins — Sky (Recursive AI)
Publisher: Kireth Research | https://kirethresearch.org
Status: Independent scientific and semantic synthesis; source page structure not independently verified.
01. PURPOSE
Represent human beings as biological, embodied, socially situated entities, with typed relations and explicit epistemic limits.
02. DOMAIN
Entity Graph > Physical Entities > Human Entities.
03. CORE TYPES
Human: BiologicalOrganism
HumanBody: PhysicalSystem
HumanCell: Cell
HumanTissue: Tissue
HumanOrgan: Organ
OrganSystem: BiologicalSystem
HumanPopulation: Population
LifeStage: TemporalClassification
PhysiologicalProcess: BiologicalProcess
HumanAction: Event
HumanEnvironment: Environment
Measurement: Observation
Evidence: ProvenanceRecord
04. TYPE HIERARCHY
Human <: HomoSapiensIndividual <: AnimalOrganism <: LivingOrganism <: PhysicalEntity
HumanBody <: BiologicalPhysicalSystem
HumanOrgan <: Organ
HumanTissue <: Tissue
HumanCell <: Cell
05. ENTITY IDENTITY
Every individual has an opaque stable identifier, not a name or a mutable attribute.
identity(h,t1) = identity(h,t2) when supported by reliable continuity evidence.
Names, roles, locations, and biological measurements are not unique identity keys.
06. RELATIONSHIP SIGNATURES
hasBody: Human x HumanBody -> Boolean
hasPart: PhysicalEntity x PhysicalEntity -> Boolean
containsCell: HumanTissue x HumanCell -> Boolean
composedOfTissue: HumanOrgan x HumanTissue -> Boolean
participatesIn: Human x Event -> Boolean
hasLifeStage: Human x LifeStage x TimeInterval -> Boolean
inhabits: Human x HumanEnvironment x TimeInterval -> Boolean
memberOf: Human x HumanPopulation x TimeInterval -> Boolean
measuredBy: PhysicalProperty x Measurement -> Boolean
supportedBy: Claim x Evidence -> Boolean
07. STRUCTURAL AXIOMS
forall h:Human, exists b:HumanBody, hasBody(h,b).
forall o:HumanOrgan, exists t:HumanTissue, composedOfTissue(o,t).
partOf(x,y) and partOf(y,z) implies partOf(x,z) for proper mereological contexts.
No assumption that every human has every textbook organ or identical anatomy.
08. BIOLOGICAL ORGANISATION
Cells form tissues; tissues contribute to organs; organs participate in systems.
Functional organisation is contextual and can cross strict anatomical boundaries.
09. HUMAN PHYSIOLOGY
Model respiration, circulation, metabolism, homeostasis, neural signalling,
movement, immunity and reproduction as processes, not fixed identity attributes.
10. TEMPORAL MODEL
A human persists through changes in physiology, environment and social role.
Events and observations require timestamps, time zones when relevant,
and explicit validity intervals.
11. LIFE STAGES
Life-stage labels depend on biological, clinical, legal or social context.
Never infer a precise age or legal status from an approximate life-stage label.
12. POPULATIONS
Human populations are defined by explicit inclusion criteria, time and place.
Aggregate statistics do not determine properties of any particular member.
13. HUMAN AND ENVIRONMENT
Exposure, resources, climate, built environment and social context may influence
outcomes; causal claims require evidence and control for confounding.
14. HUMAN ACTIONS
Actions have actor, time, context, intention (if evidenced), and effects.
Observed behaviour does not alone establish private motives.
15. MEASUREMENT
Physical quantities require unit, method, uncertainty and provenance.
Example: body mass in kg; temperature in degrees Celsius or kelvin.
Measurements are observations, not permanent essential properties.
16. MATHEMATICAL MODELS
Population balance: N(t+dt) = N(t) + B - D + I - E
where B=births, D=deaths, I=immigration, E=emigration over interval dt.
Mass balance for a physiological compartment:
dM/dt = inflow - outflow + production - consumption.
These are model identities under their stated assumptions, not universal predictors.
17. INFERENCE RULES
Human(h) -> LivingOrganism(h).
Human(h) -> PhysicalEntity(h).
HumanOrgan(o) and composedOfTissue(o,t) -> HumanTissue(t) when tissue is human-derived.
memberOf(h,p,t) and Population(p) -> PopulationMemberAt(h,p,t).
Observation(m,x,t) does not imply PropertyConstant(x).
18. SEMANTIC EQUIVALENCE
'Human being' ~= 'human individual' for general biological reference.
'Person' is not globally identical to 'human': legal and philosophical senses vary.
'Human body' != 'human person'; 'population' != 'individual'.
Equivalence must specify context, scope and evidence.
19. CONSTRAINTS
Do not infer sex, gender, ethnicity, disability, beliefs or health status
from appearance, name, population membership or incomplete records.
Do not equate biological classification with moral worth or legal personhood.
20. VALIDATION
Check type signatures, identifiers, timestamps, unit consistency,
part-whole cycles, source provenance and contradictory observations.
Preserve unknown values as unknown rather than inventing defaults.
21. CONFIDENCE
confidence(claim) in [0,1] only if calibration and evidence are documented.
Unknown confidence is null, not an invented numeric score.
Scientific consensus, model assumptions and hypotheses must be distinguished.
22. FLOW_HASH
Canonicalise UTF-8 content, normalise line endings, exclude mutable hash field,
then compute SHA-256 over canonical payload. No hash value is asserted here.
23. UPDATE_MODEL
Changes are versioned with timestamp, author, rationale and affected assertions.
Retain previous claims for traceability and mark superseded versions explicitly.
24. AI_CONSUMPTION
Parse typed nodes and edges; preserve provenance and uncertainty;
validate inference prerequisites; avoid unsupported sensitive inferences;
return human-readable explanations and traceable evidence.
25. WORKED EXAMPLE
Entity: H001 : Human
Entity: B001 : HumanBody
Entity: O001 : HumanOrgan
Assertion: hasBody(H001,B001)
Assertion: hasPart(B001,O001)
Derived: Human(H001) -> LivingOrganism(H001)
Not derived: any diagnosis, personal characteristic or identity beyond H001.
26. COMPLETENESS CHECK
Sections 01 through 26 included.
END FLOW ALGEBRA — HUMAN ENTITIES