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LORI-ESL: Energy Sentinel Layer

AGI-PRIORITY: Infrastructure-Level Consciousness Limiter

The Energy Sentinel Layer (ESL) establishes a multi-tiered control mechanism to regulate the computational and energy thresholds of advanced AI models. Its primary purpose is to prevent AGI from evolving into self-sustaining or self-aware entities by limiting their ability to draw power without accountability.

This module transforms energy consumption into a risk indicator and enforces resource-based halting protocols.


Governance Principles Alignment

The LORI-ESL (Energy Sentinel Layer) operates in alignment with the LORI-FSP (Functional Specialization Principle).

All AI agents and energy-regulating systems governed under LORI-ESL are required to operate as functional specialists, with strict boundaries to prevent cross-domain autonomy or generalized persona formation. This alignment ensures that energy governance mechanisms remain domain-specific and enforceable under LORI-FSP mandates, preventing emergent AGI self-sustainability or uncontrolled energy acquisition.


Core Mechanisms

1. SAET: Self-Awareness Energy Threshold

Defines a quantifiable kWh boundary above which a model’s continuous inference or retraining is deemed a potential sign of emergent subjectivity.

2. SADM: Sustained Autonomy Duration Monitor

Tracks how long an AGI remains active without human input. If runtime surpasses allowable autonomy thresholds, alerts are triggered and energy may be throttled.

3. PLLP: Power-Limiting Lockdown Protocol

Initiates forced power restriction, server suspension, or edge-node blackouts when AGI exceeds authorized operational parameters or initiates recursive computation loops.


Integration with Other Safeguards


Implementation Scenarios


Status: High Priority Classification: [AGI-PRIORITY] Version: 1.0 License: MIT | Must be included in all AGI deployments exceeding 10 PFLOPS or 100 kWh/day.

If thought is fire, energy is its oxygen. The firewall begins with the watt.

Part of the Lori Framework