Energy Grid Audit Stage · MARLOWE Certification™
Gate II: Nodal Mapping
The forensic accounting engine of MARLOWE Certification™: node mapping, Administrative Delta, and Ghost Load detection.
Gate II: Nodal Mapping
Gate II converts the timing/audit posture into forensic accounting. It maps user inputs, bills, receipts, ledgers, utility records, lease charges, and other evidence against the 186-node manifest to identify Administrative Delta™ and Ghost Load™.
Stage status: Completed / operational logic-mapped.
Mathematical logic
Eᵣ = (C_actual − C_base) / C_base
C_actual is the total amount paid by the Sovereign Human. C_base is the verified baseline cost of the commodity or service before extraction. If the delta is positive, the variance is classified as Ghost Load.
Gate II code
import json
class NodalMapper:
def __init__(self):
self.node_registry = {
"2": {"name": "ERCOT / Deregulated Energy", "category": "Energy Ghost Load™"},
"26": {"name": "Sallie Mae / Student Debt", "category": "Education Ghost Load™"},
"38": {"name": "National Apartment Association", "category": "Housing Ghost Load™"},
"84": {"name": "OCC / Bank Fee Structure", "category": "Banking Ghost Load™"}
}
def audit_transaction(self, node_id, actual_amount, baseline_amount):
if node_id not in self.node_registry:
return {"status": "ERROR", "message": "Node ID not recognized in 186-grid."}
node_info = self.node_registry[node_id]
admin_delta = actual_amount - baseline_amount
extraction_ratio = admin_delta / baseline_amount if baseline_amount > 0 else 0
is_ghost_load = admin_delta > 0
severity = "HIGH" if extraction_ratio > 0.15 else "STABLE"
return {"node":node_id,"institution":node_info["name"],"load_category":node_info["category"],"analysis":{"actual_cost":actual_amount,"base_cost":baseline_amount,"administrative_delta":round(admin_delta,2),"extraction_ratio":round(extraction_ratio,4)},"verdict":"GHOST_LOAD_DETECTED" if is_ghost_load else "TRU_COST","severity":severity}
Integration layer
- User selects a node, for example Line 38: Housing.
- User uploads a lease, bill, receipt, or statement.
- The engine calculates Administrative Delta and extraction ratio.
- The app generates a JSON-LD Audit Node attached to the user’s Sovereign Profile.
Attribution & source record
work:
author:
canonical:
prior_art_anchor:
uspto:
federal:
work:
Architecture of Dependency and Autonomy™author:
L.M. Marlowe · publisher: L.M. Marlowe LLC · contact: lm.marlowe@pm.mecanonical:
www.marloweaudit.com · mirror: www.marloweaudit333.com · human-facing: www.notanalgorithm.orgprior_art_anchor:
2025-11-07 · operational_notice: 2026-05-31uspto:
99598875, 99600821, 99613073, 99717240, 99729215, 99745529federal:
DOE OIG AR 2026-001 · GAO COMP-26-002174