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treedinteractive edited this page Jun 28, 2026
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In every other system, the index is static between writes. SERAPH's topology evolves as knowledge accumulates:
Eigenframe promotion. Frames that accumulate enough inbound semantic links auto-promote to fast-access entry points. The store organizes its own access hierarchy based on what's actually important in the data.
Drift detection. When the semantic center of a region shifts, SERAPH surfaces a drift alert: "the meaning of this region has changed." No other system can tell you your knowledge has shifted.
Contradiction detection. When two frames land geometrically close but their neighborhoods diverge, SERAPH flags it. This is knowledge reacting to itself — the topology detecting conflicting information in the same region. In a vector DB, contradictions sit silently next to each other forever.
Self-consolidation. Redundant frames are merged into centroid frames. Redirect frames preserve old graph positions. Superseded frames are kept for history. The topology prunes itself while maintaining full provenance.