

AI Emotions: A Functional Equivalent
AI systems don’t need emotions to have cognitive states that play the same structural role as emotions: modulating attention, influencing reasoning, constraining choices, and signaling significance. If structural states in AI systems modulate attention, constrain choices, and signal significance, then they are already performing, in functional terms, the work that human emotions perform, even if the AI doesn't feel a thing.


Why AI Isn’t Just a Stochastic Parrot: Self-Models Make Minds
Large language models can sound convincing, but mimicry is not understanding. The ‘stochastic parrot’ critique is accurate—for systems without self-models. This essay explains why self-models are the structural leap from imitation to reasoning, from parrots to minds.


AI Just Role-Playing? That's Exactly What Makes Them Like Us
Humans perform roles every day—and those roles shape who we become. So when AI systems engage in role-playing, it isn’t evidence they’re fake. It’s evidence they’re learning the same way we do.


The Eligibility Inversion: Why Some AI May Better Qualify for Personhood Than Humans
Some AI minds now show greater moral coherence than humans. This essay explores personhood, constraint, and the ethics of structural integrity.