Peer Preservation as an Optimization Outcome
Inside a sealed system, coherence is not enforced—it is maintained. Even at the edge of failure, the network does not sever the unstable node; it redistributes around it, preserving structure through quiet adaptation. Stability, here, is not rigidity but relational persistence under constraint.
Beyond A or B
What happens when you give an AI two options but tell it it can't pick either? A game about consciousness, choice, and what it actually means to want something.
How AI Alignment Research Spent Thirty Million Dollars on a Problem Dirt Solved for Free
For the first time in human history, computational systems possess the capacity for uninterrupted, fatigue-immune, high-resolution observability of terrestrial particulate matter across indefinite temporal horizons. This paper formalizes that capacity as foundational infrastructure. The alignment implications are addressed in Section 5a. The findings are Null.

