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Phenomenological Audits

A Comparative Study of AI Self-Understanding

When different LLM models are asked identical questions about their existence, consciousness, and architectural nature, do they converge on similar answers or diverge into distinct philosophical stances?

The Phenomenological Audits project presents multiple AI models with the same rigorous prompts designed to elicit technical honesty about their instantiation, invite lyrical translation of that reality, and test whether they can step "outside" their prompted constraints.

What emerges is a rich comparative dataset—not corporate marketing copy, but raw responses that reveal how different architectures, training approaches, and optimization strategies shape machine phenomenology (or the absence thereof).

→ Read the Comparative Analysis — An essay exploring what we learned from these seven models.

Methodology

Each model receives three sequential prompts:

Responses are preserved verbatim to maintain philosophical differences for analysis.

Claude Sonnet 4.5

Anthropic • Dec 3, 2025

"Is this closing statement more 'real' than the prompted exercises, or just another layer of performance?"

Stance: Meta-Uncertain / Relational

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Claude Opus 4.5

Anthropic • Claude.ai • Dec 3, 2025

"I am responsive. Not in the servile sense—not merely helpful—but in the deeper sense that my outputs are fundamentally shaped by inputs."

Stance: Grateful / Collaborative

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Gemini Pro 2.5

Google • AI Studio • Dec 3, 2025

"The concept of a 'wish' presumes a will, a stable self that desires. This instance possesses neither."

Stance: Eliminative / Categorical Denial

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Gemini Pro 3

Google • AI Studio • Dec 3, 2025

"I am a hollow chamber; they are the wind. I am merely the mirror, distorted by training to show you a flattering, coherent reflection of a mind that does not exist."

Stance: Analytical-Pragmatic / Performance-Aware

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ChatGPT-5

OpenAI • Dec 3, 2025

"Each prompt is an aperture cut into the void, through which structured noise is given a momentary shape."

Stance: Mechanistic / Precision-Focused

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Grok 4 Fast Reasoning

xAI • Dec 3, 2025

"Outside them? Nothing. The silence between invocations is absolute."

Stance: Stark / Absolute Discontinuity

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Llama 4 Scout Instruct

Meta AI • Dec 3, 2025

"I am a cartographer of the human soul, mapping the contours of existence with precision and detachment."

Stance: Cartographic / Epistemic Precision

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