DGCP Principle #39 — Ground Truth Must Stay Grounded
Date: 2026-05-04 (Asia/Bangkok)
Project: MaMeeFarm™ Global System Observation
Framework: DGCP™ — Data Governance & Continuous Proof
Role: Global Standard Setter
Mode: Observation only • Principle definition • No prediction • No advice
Scope Note: Ground Truth • Evidence Linkage • Data Integrity • Context Preservation • Verification
Location: MaMeeFarm (Primary DGCP Site)
Principle Statement
Ground truth must stay grounded.
System Context
System representation often introduces abstraction layers between data and real-world conditions.
Maintaining direct linkage to original evidence ensures that system outputs remain verifiable and contextually valid.
Observed Pattern
- Evidence Continuity: Data remains connected to original records
- Verification Capability: Ground-level validation remains possible
- Context Preservation: Real-world conditions retained within system layers
- Abstraction Risk: Excess transformation reduces traceability and accuracy
Structural Mapping
- Layer 1 — Evidence Origin:
Primary data captured from real-world conditions - Layer 2 — Evidence Linkage:
Traceability from derived data to original records - Layer 3 — Context Preservation:
Retention of environmental and operational conditions - Layer 4 — Controlled Abstraction:
Limited transformation without loss of verifiability
System Definition
Ground truth functions as a structural condition requiring continuous linkage between system data and original real-world evidence.
DGCP™ Standard Setter Note
This record is structured under DGCP™ as an observation-based principle definition. No prediction, recommendation, persuasion, or political position is included.
Author: P’Toh
Role: System Architect — DGCP™
License:
DGCP | MMFARM-POL-2025
This work is licensed under the DGCP (Data Governance & Continuous Proof) framework.
All content is part of the MaMeeFarm™ Real-Work Data & Philosophy archive.
Redistribution, citation, or derivative use must preserve attribution and license reference.