1 · Recursive ego fingerprint
The fixed outer circle is context. The inner ring is the absolute packing radius set by the strongest neighbor. Circle area inside the ring remains relative to the other five neighbors.
The ego fingerprint is now the primary view over this deterministic 18-concept subset. Empty annular space preserves absolute similarity strength, while recursive circles reveal each neighbor's own stable local signature.
The fixed outer circle is context. The inner ring is the absolute packing radius set by the strongest neighbor. Circle area inside the ring remains relative to the other five neighbors.
Begin with one seven-aspect similarity simplex. Every inner circle removes exactly one aspect. Equivalent member sets are one state regardless of removal order.
Closer means more similar; the golden-angle rotation separates near-equal radii. Select any neighbor to make its invariant k-neighbor glyph the next origin.
127 unique nonempty subfaces replace 8660 removal-order paths when states are canonicalized by member set.
A fixed outer circle plus an absolute-similarity packing envelope separates local relative composition from global similarity strength.
Recursive ego fingerprints reuse the exact same canonical glyph at every depth; cycles stop at the selected level-of-detail boundary.
Subtraction is a traversal of an abstract subface lattice; deduplicating by member set prevents removal-order explosion.
The spiral preserves a stable k-neighbor signature and uses a separate breadcrumb for the incoming parent, so recursion does not mutate node identity.
The recursive packing remains a local fingerprint and navigation grammar, not a claim about one global graph shape.