I'm the author of this paper/project. I am a humanities researcher turned quant architect, working solo.
The Problem: I noticed that LLMs are suffering from "Model Collapse" because they optimize for statistical smoothness. They are too perfect, which makes them dumb and easily detectable.
The Solution: Instead of cleaning data, I went back to Herbert Simon's "Bounded Rationality". I built a pipeline (PMCSF) that injects mathematical "cognitive noise" (e.g., sentence length oscillation, hesitation) back into the generation process.
The Results:
Anti-Detection: It achieves a Jensen-Shannon divergence of 0.0614 against human text (vs 0.44 for standard AI).
Financial Alpha: In a blind backtest of the 2015 Crash, the cognitive signal (MDI) predicted the liquidity freeze, reducing drawdown by 47%.
Safety Note: Because this architecture can effectively generate undetectable disinformation and manipulate sentiment, I have redacted the core prompts and safety constraints in the open release. I believe we need to build the "Radar" (detection) before distributing the "Missile".
Happy to answer questions about the Neuro-Symbolic architecture or the backtest data!
I'm the author of this paper/project. I am a humanities researcher turned quant architect, working solo.
The Problem: I noticed that LLMs are suffering from "Model Collapse" because they optimize for statistical smoothness. They are too perfect, which makes them dumb and easily detectable.
The Solution: Instead of cleaning data, I went back to Herbert Simon's "Bounded Rationality". I built a pipeline (PMCSF) that injects mathematical "cognitive noise" (e.g., sentence length oscillation, hesitation) back into the generation process.
The Results:
Anti-Detection: It achieves a Jensen-Shannon divergence of 0.0614 against human text (vs 0.44 for standard AI).
Financial Alpha: In a blind backtest of the 2015 Crash, the cognitive signal (MDI) predicted the liquidity freeze, reducing drawdown by 47%.
Safety Note: Because this architecture can effectively generate undetectable disinformation and manipulate sentiment, I have redacted the core prompts and safety constraints in the open release. I believe we need to build the "Radar" (detection) before distributing the "Missile".
Happy to answer questions about the Neuro-Symbolic architecture or the backtest data!