The Compression Frontier: A Technical Map of the War Over the Summarizer Layer

Semantic Designs (United States)

Indexed indatacite

Abstract

This paper maps the technical and economic terrain of the emerging war over the AI summarizer layer. It analyzes the scaling dynamics of the compression engine (compute, context, cost), the shift to query fan-out as the new search primitive, the two-species split in the inference layer (consumer shallow-wide vs. research/agent deep-narrow), and the physics of branching and depth in automated semantic generation. Key contributions: the Photocopy Problem (output homogenization as the hard limit on branching — infinite branches with variance approaching zero); the provenance half-life (signal decay measured across compression depths); the fragmentation of the source layer into licensed, blocked, and ungoverned…

Citation impact

6
total citations
FWCI
249.96
Percentile
100%
References
4
Too recent for citation history.

Authors

1

Topics & keywords

Keywords
  • Data compression
  • Lossless compression
  • Scaling
  • Terrain
  • Thread (computing)
  • Compression ratio
  • Upper and lower bounds
  • Graph
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