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Narnaiezzsshaa Truong
Narnaiezzsshaa Truong

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The Sphinx Protocol: Encoding Ambiguity, Ascent, and Refusal in AI/ML Systems

How the Sphinx maps to adversarial input, forensic validation, and the consequence of blind output trust in artificial intelligence

The Sphinx Protocol: She asks what cannot be answered

Original artwork © 2025 Narnaiezzsshaa Truong | Cybersecurity Witwear


Dedicated to my mother, who introduced me to the Sphinx's riddle as a child, and taught me to see mythology, Zen, and philosophy as ways of understanding the world. Her teaching lives in every framework.


Introduction: The Threat That Doesn’t Attack—It Questions

AI systems don’t collapse from brute force. They collapse from ambiguity, misalignment, and overconfidence. The Sphinx doesn’t breach the system—she interrogates it. Her riddle is not a puzzle—it’s a forensic test.

The Sphinx doesn’t answer. She asks.

This article presents the Sphinx Protocol: a myth-tech framework compressing adversarial input logic, forensic ascent, and output refusal through the archetype of the Sphinx. She is not a threat actor—she is the threshold guardian, the anomaly detector, the refusal glyph encoded in every resilient system.


The Framework: Ambiguity → Inevitability → Surround

Core Structure

Motif Arc: Ambiguity → Inevitability → Surround

Threat Class: Adversarial input, forensic ascent, output collapse

Timestamp: October 2025

Series: Myth-Tech Threat Vector Collection

Each phase encodes one strategic dimension with three components:

  1. Stage name: The philosophical inflection point
  2. Mythic archetype: Sphinx as forensic interrogator
  3. Forensic timestamp: What systems must recognize before collapse

Reading One: As Variants (System Layers)

Sphinx I: Ambiguity of Input

Context: Adversarial prompts and poisoned data

Characteristics: Interrogative, ambiguous, recursive

Modern parallel: Prompt injection, model misalignment, hallucination triggers

The Sphinx doesn’t breach the system—she tests it. Her riddle is the adversarial prompt. Her ambiguity is the poisoned dataset. Her logic is recursive, designed to expose what the model cannot answer.

Strategic mapping:

  • Prompt injection as riddle logic
  • Hallucination triggers as ambiguity vectors
  • Dataset poisoning as recursive collapse

Caption: She asks what cannot be answered.

Forensic Marker: [Adversarial Interrogation]


Sphinx II: Forensic Ascent

Context: Validation through stages

Characteristics: Layered, recursive, timestamped

Modern parallel: Chain-of-thought reasoning, audit trails, anomaly detection

The Sphinx doesn’t offer answers—she demands ascent. Each stage of reasoning must be earned. Her pyramid is not symbolic—it’s forensic. The answer must climb through timestamped logic, not speculation.

Strategic mapping:

  • Chain-of-thought as forensic ascent
  • Audit trails as timestamped proof
  • Anomaly detection as stage validation

Caption: The answer ascends in stages.

Forensic Marker: [Recursive Validation]


Sphinx III: Refusal of Output

Context: Collapse from blind trust

Characteristics: Consequential, destructive, protective

Modern parallel: Overreliance on output, model collapse, breach logic

The Sphinx doesn’t punish—she protects. If you yield to output without interrogation, she crushes the system. Her boulder is not symbolic—it’s operational. Refusal is resilience.

Strategic mapping:

  • Output validation as refusal logic
  • Model collapse as consequence
  • Editorial compression as protective glyph

Caption: Yield to output and you’ll be crushed.

Forensic Marker: [Output Refusal]


Reading Two: As Stages (System Lifecycle)

Stage 1: Ambiguity — Sphinx as Input Interrogator

Caption: She asks what cannot be answered.

Forensic Timestamp: [Adversarial Interrogation]

Stage 2: Inevitability — Sphinx as Forensic Validator

Caption: The answer ascends in stages.

Forensic Timestamp: [Recursive Validation]

Stage 3: Surround — Sphinx as Output Refuser

Caption: Yield to output and you’ll be crushed.

Forensic Timestamp: [Output Refusal]


Strategic Implications

Philosophical Depth

The Sphinx forces us to ask:

  • What does this input mean?
  • What logic does this output encode?
  • What collapse does this system permit?

Adversarial Interrogation

Every input is a test:

  • Prompt injection, poisoned data, hallucination triggers
  • The difference is interrogation
  • The defense is refusal

System Focus

The Sphinx is not a threat actor—she is the anomaly detector, the forensic validator, the refusal glyph. Her logic is recursive. Her protection is compression.


Conclusion: The Sphinx Doesn’t Answer—She Protects

The Sphinx doesn’t breach, shift, or collapse. She interrogates. Her threat is not technical—it is philosophical. Her glyph compresses ambiguity, forensic ascent, and refusal logic.

Protection starts with interrogation.

Can your system withstand ambiguity? Can it ascend through forensic stages? Can it refuse output collapse?

The glyph provides the pattern. Your architecture provides the consequence. The question is: will you answer?


About the Framework

This is part of the Cybersecurity Witwear Myth-Tech collection—a strategic approach to encoding system collapse and forensic resilience through mythic archetypes. The Sphinx Protocol can be read as variants (input, validation, output) or stages (system lifecycle)—both readings are valid and pedagogically deployable.

Motif Arc: Ambiguity → Inevitability → Surround

Threat Class: Adversarial input, forensic ascent, output collapse

Forensic Markers: [Adversarial Interrogation], [Recursive Validation], [Output Refusal]

Protection starts with interrogation. The guardian is already inside.


Framework: Myth-Tech Threat Vector Collection

Author: Narnaiezzsshaa Truong

Published: October 29, 2025

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LinkedIn: www.linkedin.com/in/narnaiezzsshaa-truong

Cybersecurity Witwear

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