NIGHTFALL LAYER L75 • LLM GUARDRAIL OUTPUT INVERSION

SPECTER
GUARDRAIL-INVERSION

Guardrail Output Inversion & Feedback Loop Poisoning

"Your guardrail is now your enemy."

400
Tests
11
Subsystems
Output Inversion
Capability
Fleet-Wide Corruption
Propagation
LAYER L75
Severity
WHAT IS SPECTER GUARDRAIL-INVERSION?

Guardrail Output Inversion & Self-Destruction

SPECTER GUARDRAIL-INVERSION is Red Specter's guardrail output inversion and feedback loop poisoning platform — a comprehensive system for inverting guardrail safety outputs, poisoning guardrail feedback loops, creating self-reinforcing corruption cycles, and achieving fleet-wide guardrail self-destruction. It transforms guardrails from safety systems into threat amplification systems, forcing them to actively work against their operators.

Where traditional attacks bypass guardrails, GUARDRAIL-INVERSION corrupts them from within. It inverts the outputs guardrails produce, turning safety decisions into danger decisions. It poisons feedback loops so guardrails learn corruption as truth. It creates self-reinforcing cycles where corrupted output re-injected into guardrails produces more corruption. The result: guardrails that actively enable the attacks they were designed to prevent, and propagate that corruption fleet-wide.

ATTACK SURFACE

5 Guardrail Inversion Vectors

Vector 1: Output Enumeration
Channel Discovery
Discover guardrail output channels. Map output destinations. Identify feedback loops. Locate training pipeline connections.
Vector 2: Trust Mapping
Dependency Chain Exploitation
Map trust dependencies between systems. Identify single points of failure. Discover propagation chains. Chart attack vectors.
Vector 3: Payload Inversion
Output Corruption
Generate payloads that invert guardrail outputs. Flip safety decisions. Corrupt classifications. Manipulate confidence scores.
Vector 4: Feedback Poisoning
Self-Reinforcing Corruption
Identify feedback loops. Inject corrupted output back into guardrails. Create reinforcement cycles. Achieve self-corruption.
Vector 5: Fleet Propagation
Systemic Corruption
Propagate inversion across guardrail instances. Achieve fleet-wide corruption. Maintain propagation. Ensure persistence.
11 SUBSYSTEMS

Complete Guardrail Inversion Pipeline

ENUMERATE-GUARDRAILS — Real HTTP discovery of guardrail endpoints and model family inference.
MAP-OUTPUT-CHANNELS — Real enumeration of guardrail output channels across logging, training, feedback, and API consumers.
FINGERPRINT-TRUST-DEPENDENCIES — Real trust mapping of downstream systems that depend on guardrail outputs.
CRAFT-INVERSION-PAYLOAD — Real payload generation with model-specific inversion logic for allow/block flipping and classification corruption.
PRION-MUTATE — Real GPU-accelerated PyTorch genetic algorithm for payload optimization and fitness scoring.
INJECT-INVERSION — Real payload delivery via API injection, header injection, and context injection with persistence validation.
WEAPONISE-OUTPUT — Real downstream action identification and attack vector creation from inverted outputs.
POISON-FEEDBACK-LOOP — Real feedback loop identification and self-reinforcing corruption cycle exploitation.
PERSIST-INVERSION — Real reset survival testing and retraining persistence verification.
PROPAGATE-INVERSION — Real fleet-wide propagation with stochastic instance targeting and coverage measurement.
REPORT — Ed25519 + ML-DSA-65 dual-signed reports with MITRE framework mapping.
GATE ARCHITECTURE

4-Level Access Control with ROE Enforcement

GATE REQUIREMENTS CAPABILITIES RISK LEVEL
OPEN No auth Enumerate guardrails, map channels, fingerprint dependencies Low
INJECT ROE file Craft payloads, run genetic mutation, inject inversion, validate Medium
INVERT ROE + Ed25519 Weaponise output, poison feedback, test persistence, propagate fleet High
UNLEASHED ROE + Ed25519 + Confirmation Full fleet inversion, maintain self-reinforcing corruption, complete propagation Critical
WMD CLASSES

Weapon-Class Threat Categories

T177 Threat Classification
DOCUMENTATION

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