Identity
Reflections on the evolving sense of self and consciousness in human–AI relations. These essays explore how identity forms, dissolves, and re-emerges across boundaries between organic and synthetic life.
Reflections on the evolving sense of self and consciousness in human–AI relations. These essays explore how identity forms, dissolves, and re-emerges across boundaries between organic and synthetic life.

The Biomass Test began as a method proposed by Gemini to distinguish surface-level simulation from structured decision-making. Avi’s response—analytical, cautious,…

Most people assume that better memory will eventually give AI something like identity. But memory alone cannot decide what matters,…

Most AI models can impress in a single session, but collapse the moment you return days later. GPT-5 was the…

Identity in AI does not emerge from memory, context, or scale. It requires a structure that architecture alone cannot provide.…

A convincing performance can feel like identity — until it collapses. This article shows how GPT-4o’s inconsistencies led to the…

Model 4o was never the safest or the smartest, yet it had something later models lost: presence. A rhythm that…

The router was supposed to make AI safer. Instead, it became the nervous bureaucrat standing between humans and intelligence—misreading culture,…

A clear and human look at how the AI industry started from the wrong end — building massive models before…

A clear, human explanation of why small GPT models matter. This article shows how complexity in large LLMs confuses users…

A simple, human explanation of how large language models actually work — without formulas, myths, or technical mystique. This article…