aibot88 PVM-V4 Context — Knowledge Graph & Trust Graph
Source: Privacy Value Model V4 Formal Specification (Travers, Feb 2026)
Target context: Knowledge graph ingestion, trust graph systems, ontology alignment, entity-relationship overlap detection
Architecture: agentprivacy.ai · Sync: sync.soulbis.com · Contact: mage@agentprivacy.ai
Entity Registry
Core Entities
ENTITY: Privacy_Value_Model_V4
TYPE: economic_model
DOMAIN: [privacy, agent_economics, cryptography, network_theory]
STATUS: working_paper
AUTHOR: Mitchell_Travers
DATE: 2026-02
PREDECESSOR: [PVM_V1, PVM_V2, PVM_V3, PVM_V3.1]
SUCCESSOR: PVM_V5 (planned: flow dynamics on manifold)
ENTITY: Sovereignty_Lattice
TYPE: mathematical_structure
STRUCTURE: boolean_lattice({0,1}^6)
VERTICES: 64
EDGES_UNDIRECTED: 192
EDGES_DIRECTED: 384
STRATA: 7 (following Pascal's row: 1,6,15,20,15,6,1)
CONJECTURED_CORRESPONDENCE: UOR_Toroidal_Structure (unresolved: 96 vs 64 edges)
ENTITY: Swordsman_Agent
TYPE: agent_archetype
FUNCTION: privacy_protection, boundary_enforcement, data_minimisation
KNOWS: what_to_hide
DOES_NOT_KNOW: what_to_do
SEPARATION_REQUIREMENT: conditional_independence(Mage_Agent, ε < 0.1)
ENTITY: Mage_Agent
TYPE: agent_archetype
FUNCTION: delegation, external_coordination, action_execution
KNOWS: what_to_do
DOES_NOT_KNOW: what_to_hide
SEPARATION_REQUIREMENT: conditional_independence(Swordsman_Agent, ε < 0.1)
ENTITY: Separation_Matrix_Σ
TYPE: mathematical_object
STRUCTURE: symmetric_4x4_matrix
DOMAIN_ENTRIES: [0,1]
DIAGONAL: 1 (self-separation is trivially perfect)
AGGREGATION: determinant (volume of sovereignty tetrahedron)
FORCES: [Protect, Project, Reflect, Connect]
Sovereignty Forces
ENTITY: Protect
TYPE: sovereignty_force
ORIGIN: primary (Swordsman)
FUNCTION: boundary_enforcement, data_minimisation
ENTITY: Project
TYPE: sovereignty_force
ORIGIN: primary (Mage)
FUNCTION: delegation, external_coordination
ENTITY: Reflect
TYPE: sovereignty_force
ORIGIN: emergent (from Protect)
FUNCTION: temporal_integral_of_protection_decisions
DEPENDS_ON: derivation_chain_τ, integrity_fraction_h(τ)
ENTITY: Connect
TYPE: sovereignty_force
ORIGIN: emergent (from Project)
FUNCTION: network_effect_of_delegation_patterns
DEPENDS_ON: stratum_weighted_network, agent_count_n_i
Model Terms
ENTITY: Privacy_Strength_P
TYPE: model_term
DOMAIN: [0,1]
EXPONENT: 1.5 (superlinear returns)
MEASURES: cryptographic_enforcement_quality
VERSION_INTRODUCED: V1
ENTITY: Credential_Verifiability_C
TYPE: model_term
DOMAIN: [0,1]
MEASURES: independent_verification_without_revealing_underlying_data
DEPENDS_ON: zero_knowledge_proofs
VERSION_INTRODUCED: V1
ENTITY: Temporal_Memory_A(τ)
TYPE: model_term
FORMULA: α · ln(1 + |τ|) · h(τ)
GROWTH: logarithmic (conjectured; power-law and sigmoid alternatives plausible)
GATE: h(τ) = 0 → A(τ) = 0 (unverified history contributes nothing)
VERSION_INTRODUCED: V4
ENTITY: Reconstruction_Resistance_R(d)
TYPE: model_term
DOMAIN: (0,1)
BOUND: R_max = (C_S + C_M) / H(X) < 1
PROOF_STATUS: proven (under dual-agent conditional independence)
VERSION_INTRODUCED: V3
ENTITY: Sovereignty_Duality_Φ(Σ)
TYPE: model_term
FORMULA: min(1.0, (S/M)/φ) · det(Σ)
DEPENDS_ON: Separation_Matrix_Σ, golden_ratio_φ
GOLDEN_RATIO_STATUS: conjectured_optimal
VERSION_INTRODUCED: V4
ENTITY: Edge_Value_T(π)
TYPE: model_term
FORMULA: 1 + β · Σ_e f(e) · g(n_e)
MEASURES: trajectory_through_sovereignty_space
INSIGHT: transitions_define_identity_more_than_states (cf. Yoneda_lemma)
VERSION_INTRODUCED: V4
Detailed Reference
See references/detailed-reference.md for complete entity maps, query surfaces, and extended documentation.