aimezaimezThese are not identity terms for the public site. They are external papers and discourse surfaces that sharpen the program's own vocabulary from adjacent domains. Their role is disciplinary. They clarify what the program is observing without requiring the site to become those fields.
The transfer here is methodological. The Sane paper distinguishes local success criteria from attractor-level geometry and argues that the geometry of what a system explores predicts behavior more strongly than pointwise measures alone. This sharpens the program's interest in how local measurements become organized behavior across a modeled field.
The transfer here is representational. The allocentric-flocking work shows that coherent group-level behavior depends on access to a world-anchored reference frame, while an agent-centered reference frame alone is insufficient. This sharpens the program's interest in how a modeled environment organizes behavior beyond local cues.
The transfer here is communicative. The active-matter and collective-behavior lineage offers a compact way to explain how local interactions generate non-local response. It explains why a bounded perturbation can redistribute behavior across a whole substrate.
| Anchor | What transfers | What does not transfer |
|---|---|---|
| Sane et al. / SD | Local metric versus geometry-level behavior; regularity gap; full structure over scalar summaries. | Deep-learning-specific objects like SGD, Hessians, or model minima as literal descriptions of the program. |
| Sridhar et al. / allocentric flocking | Egocentric versus allocentric reference frames; scene-anchored representation as condition for coherent response. | The claim that the mobility substrate is literally an animal-flocking model. |
| Active matter / crowds / boids | Non-local response, crowd-level effects, continuity between biological and human collective systems. | Public branding of the site as active-matter or swarm research. |
Together these anchors do one thing: they let the program describe its own problem more precisely. They discipline the writing. They do not replace it.
Key references: Allocentric Flocking (Nature Communications, 2025); internal follow-up note on Sharpness Dimension; the active-matter / swarms transcript archived with the references folder.