DataUniversa Foundation Frameworks (DU-FW)
Reality & Representation Frameworks
- • DU-FW-001 Ground Truth Record
- • DU-FW-002 Digital Twin
- • DU-FW-003 Object Intelligence Profile
- • DU-FW-004 Provenance Graph
- • DU-FW-005 Entity Intelligence Profile
Intelligence Frameworks
- • DU-FW-006 Answerability Framework
- • DU-FW-007 Statistical Admissibility Framework
- • DU-FW-008 Decision Record
- • DU-FW-009 Risk Profile
- • DU-FW-010 Goal Framework
Agency Frameworks
- • DU-FW-011 Execution Plan
- • DU-FW-012 Monitoring Framework
- • DU-FW-013 Adaptive Planning Framework
- • DU-FW-014 Outcome Evaluation Framework
Semantic Economy ISA
- • DU-FW-015 Data Connectivity Index
- • DU-FW-016 Provenance Valuation Index
- • DU-FW-017 Utility Assessment Framework
- • DU-FW-018 Semantic Capital Framework
AI & Knowledge Frameworks
- • DU-FW-019 Human Movement Intelligence Record
- • DU-FW-020 Living Narrative
- • DU-FW-021 AI Access Layer
- • DU-FW-022 Knowledge Freshness Framework
- • DU-FW-023 Metadata Training Framework
Governance Frameworks
- • DU-FW-024 Consent Management Framework
- • DU-FW-025 Authority Framework
- • DU-FW-026 Audit Framework
- • DU-FW-027 Compliance Framework
DU-FW-001 Ground Truth Record
Category:
Reality Framework
Definition:
A structured representation of an observation tied to a specific entity, time, context, and provenance chain.
Purpose:
Creates machine operable records of reality.
Built From:
Entity, Observation, Time, Context, Provenance
Example:
Person completed 50 pushups, Video attached, Location recorded, Date recorded, Witness recorded
Source Lineage:
Patent 06, GMIP
Importance:
Core Framework
DU-FW-002 Digital Twin
Category:
Reality Framework
Definition:
A continuously updated digital representation of a real world entity.
Purpose:
Allows machines to reason about reality.
Built From:
Entity, Identity, State, Event, History, Observation
Example:
House, Vehicle, Person, Company
Source Lineage:
Casa Command, Everything Tag
Importance:
Core Framework
DU-FW-003 Object Intelligence Profile
Category:
Reality Framework
Definition:
A consolidated intelligence record containing everything known about an object.
Purpose:
Turns isolated records into actionable intelligence.
Built From:
Identity, State, History, Relationships, Provenance, Trust, Value
Example:
A house profile showing owner, maintenance history, value, risks, future recommendations
Source Lineage:
Digital Tags, Casa Command
Importance:
Core Framework
DU-FW-004 Provenance Graph
Category:
Governance Framework
Definition:
A graph representing origin, custody, transformations, and usage history.
Purpose:
Creates trust and traceability.
Built From:
Provenance, Event, Relationship, Identity
Example:
Photo → Upload → Verification → Dataset → AI Training
Source Lineage:
Digital Tags, Connected AI
Importance:
Core Framework
DU-FW-005 Entity Intelligence Profile
Category:
Reality Framework
Definition:
A unified intelligence view of an entity.
Purpose:
Provide a single machine readable representation.
Built From:
Entity, Identity, State, Context, History, Risk, Value
Example:
Person Intelligence Profile, House Intelligence Profile, Organization Intelligence Profile
Source Lineage:
DataUniversa
Importance:
Core Framework
DU-FW-006 Answerability Framework
Category:
Intelligence Framework
Definition:
A framework determining whether a question can be answered with available evidence.
Purpose:
Prevent unsupported conclusions.
Built From:
Question, Evidence, Constraint, Trust
Example:
Can we answer: Will this treatment work?, Available evidence insufficient.
Source Lineage:
Patent 07
Importance:
Core Framework
DU-FW-007 Statistical Admissibility Framework
Category:
Intelligence Framework
Definition:
A framework evaluating whether evidence is sufficient for computation or decision making.
Purpose:
Determine if analysis should proceed.
Built From:
Evidence, Question, Constraint, Trust
Example:
Sample size too small, Analysis rejected
Source Lineage:
Patent 07
Importance:
Core Framework
DU-FW-008 Decision Record
Category:
Decision Framework
Definition:
A structured record of a decision and its supporting rationale.
Purpose:
Make decisions auditable.
Built From:
Decision, Evidence, Goal, Constraint, Risk
Example:
Why was Property A purchased?
Source Lineage:
DecisionUniversa
Importance:
Core Framework
DU-FW-009 Risk Profile
Category:
Risk Framework
Definition:
A structured representation of known and potential risks.
Purpose:
Create machine operable risk intelligence.
Built From:
Risk, Evidence, Context, Outcome
Example:
Property Risk Profile, Health Risk Profile
Source Lineage:
RiskUniversa
Importance:
Core Framework
DU-FW-010 Goal Framework
Category:
Decision Framework
Definition:
A structured representation of desired future states and success criteria.
Purpose:
Enable objective driven reasoning.
Built From:
Goal, Constraint, Outcome, Utility
Example:
Become financially independent, Increase store profits
Source Lineage:
DecisionUniversa, Patent 01
Importance:
Core Framework
DU-FW-011 Execution Plan
Category:
Agency Framework
Definition:
A machine readable pathway connecting goals to actions.
Built From:
Goal, Plan, Action, Outcome
Source Lineage:
DecisionUniversa
DU-FW-012 Monitoring Framework
Category:
Agency Framework
Definition:
A framework comparing actual progress to planned progress.
Built From:
Plan, Outcome, Observation, Time
Source Lineage:
DecisionUniversa
DU-FW-013 Adaptive Planning Framework
Category:
Agency Framework
Definition:
A framework modifying plans as reality changes.
Built From:
Plan, Observation, Outcome, Learning
Source Lineage:
DecisionUniversa
DU-FW-014 Outcome Evaluation Framework
Category:
Agency Framework
Definition:
A framework evaluating whether actions achieved desired outcomes.
Built From:
Outcome, Goal, Utility, Learning
Source Lineage:
DecisionUniversa
DU-FW-015 Data Connectivity Index
Category:
Semantic Economy Framework
Definition:
A framework measuring demonstrated interoperability among datasets.
Built From:
Connectivity, Dependency, Utility, Evidence
Source Lineage:
Patent 08
Importance:
Core Framework
DU-FW-016 Provenance Valuation Index
Category:
Semantic Economy Framework
Definition:
A framework valuing information according to provenance quality and trust.
Built From:
Value, Trust, Provenance, Utility
Source Lineage:
Patent 06
Importance:
Core Framework
DU-FW-017 Utility Assessment Framework
Category:
Semantic Economy Framework
Definition:
A framework measuring usefulness relative to goals.
Built From:
Goal, Utility, Outcome, Value
Source Lineage:
Semantic Economy
DU-FW-018 Semantic Capital Framework
Category:
Semantic Economy Framework
Definition:
A framework measuring accumulated value in knowledge networks.
Purpose:
Connectivity, Utility, Value, Trust
Source Lineage:
Connected AI, Patent 08
DU-FW-019 Human Movement Intelligence Record
Category:
GMIP Framework
Definition:
A structured representation of human movement observations and insights.
Built From:
Observation, Entity, Context, Evidence, Outcome
Source Lineage:
GMIP, Patent 06
DU-FW-020 Living Narrative
Category:
Knowledge Framework
Definition:
A continuously updated narrative generated from observations and events.
Purpose:
Entity, Event, Time, Outcome
Source Lineage:
Living Media, Casa Command
DU-FW-021 AI Access Layer
Category:
Governance Framework
Definition:
A layer controlling how AI systems access intelligence assets.
Built From:
Permission, Authority, Consent, Trust
Source Lineage:
Patent 06, Connected AI
DU-FW-022 Knowledge Freshness Framework
Category:
Knowledge Framework
Definition:
A framework measuring how current knowledge remains.
Built From:
Time, Observation, Trust
Source Lineage:
Connected AI
DU-FW-023 Metadata Training Framework
Category:
AI Framework
Definition:
A framework allowing AI systems to learn from metadata representations.
Built From:
Observation, Provenance, Permission, Trust
Source Lineage:
Patent 06
DU-FW-024 Consent Management Framework
Category:
Governance Framework
Definition:
A framework managing collection and usage permissions.
Purpose:
Consent, Authority, Permission
Source Lineage:
Connected AI, GMIP
DU-FW-025 Authority Framework
Category:
Governance Framework
Definition:
A framework governing who can approve, modify, or reject actions.
Built From:
Authority, Ownership, Permission
Source Lineage:
Digital Tags
DU-FW-026 Audit Framework
Category:
Governance Framework
Definition:
A framework reconstructing how decisions and actions occurred.
Built From:
Event, Provenance, Authority, Trust
Source Lineage:
Digital Tags
DU-FW-027 Compliance Framework
Category:
Governance Framework
Definition:
A framework evaluating conformance to rules and obligations.
Built From:
Constraint, Authority, Permission, Consent
Source Lineage:
Patent 09, Connected AI