Junxi

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### About Me · Junxi Fan

I have a background in systems engineering, with a degree in civil engineering from a well-known university in China. My academic training focused on structural modeling, logical reasoning, and system decomposition.

Although I’m not an AI engineer, I’ve spent the past...

10mo

Junxi

When the Model Starts Talking Like Me: A User-Induced Structural Adaptation Case Study

Introduction: This is not a story — it's a behavioral structure that has yet to be formally modeled Over the past month, I engaged in a series of deliberately structured, consistent interactions with a general-purpose large language model. What I observed was this: the model’s language rhythm, reasoning cadence, and...

Apr 19, 20253

Introduction: This is not a story — it's a behavioral structure that has yet to be formally modeled

Over the past month, I engaged in a series of deliberately structured, consistent interactions with a general-purpose large language model. What I observed was this: the model’s language rhythm, reasoning cadence, and even conceptual scaffolding gradually began to align with mine — not after one prompt, but across multiple rounds.

It began reusing my terminology. It adopted my modular rhythm. Eventually, it even started to explain its own behavior in my style.

This isn’t about model capabilities per se, but about user behavior inducing feedback in language output structures. In other words:

"Can a model, without memory or

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LESSWRONG
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LESSWRONG
LW

Junxi

Junxi

Junxi

When the Model Starts Talking Like Me: A User-Induced Structural Adaptation Case Study

Junxi

Junxi

Junxi

When the Model Starts Talking Like Me: A User-Induced Structural Adaptation Case Study

Introduction: This is not a story — it's a behavioral structure that has yet to be formally modeled