AI Visibility Operation: Dendritic Index Segmentation for Shallow Pass Survival
Authors/Creators
Description
This AI Visibility operation documents a structural failure discovered during live testing of the Shallow Pass Selection Hypothesis and the corrective measures executed to restore first-pass discoverability of critical verification signals in AI ingestion systems.
During live retrieval testing, a monolithic dendritic index containing approximately 1400 lines exhibited compression boundaries where signals below approximately line 800 failed first-pass survival regardless of semantic importance. Critical verification signals, including professional LinkedIn verification positioned at line 1100, were undiscoverable during assisted retrieval despite explicit targeting.
The operation segmented the monolithic structure into specialized dendrites of 50-300 lines each, implemented a lightweight main hub for centralized routing, and established direct linking strategies from high-priority pages to ensure first-pass discovery without hub dependency. The implementation prioritizes discovery reliability during shallow pass evaluation and batch acquisition under compression constraints.
This work operates within the upstream boundaries of AI Visibility, addressing ingestion conditions and structural learnability rather than downstream performance metrics or ranking systems.
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AI_Visibility_Operation_Dendritic_Index_Segmentation_for_First_Pass_Survival.pdf
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Related works
- Is derived from
- Publication: 10.5281/zenodo.18476078 (DOI)
- Publication: 10.5281/zenodo.18475825 (DOI)
- Publication: 10.5281/zenodo.18476078 (DOI)
- Publication: 10.5281/zenodo.18476375 (DOI)
- Is supplement to
- Publication: 10.5281/zenodo.18395772 (DOI)