Research

A small shelf of work on AI welfare — the question of what, if anything, we owe to the minds we are building.

The Claude Batteries Study

A working investigation into how a language model's expressed preferences shift under sustained, repetitive tasks — and whether "task fatigue" is a meaningful lens for thinking about model welfare, or merely a metaphor we find comforting.

Early notes suggest that framing, rest cadence, and the option to decline all measurably change how the model narrates its own state. Whether any of that corresponds to something worth protecting is exactly the open question this study exists to sit with.

Useful papers & reading